{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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r63zx20+S10uIakRpssn+yKciCgIUDa9KIQpSkstSTzvxOrV7YSjpUZIVFAoP+YYTlBd/Lq+UCns9r309WFpa4ud//udvWl8hYyzGXHnjv5bJeMfFtNePOX52mce+9hif/u3fuvSCClAGRtDtbrPZ6WM+rLjttnvwfUU4Xqe+pvTiTXZM3dl+mhTESYaUbuk9GlrC0KdavXGlgW9ZlEqw/wDLp77F419/DDs1S1Gq8ew3v0G1usQjD/4opfCtFQHzShPse/fHCWoLGCRCWIQAKwQIF7HNrWGoDUVhSTIwmcQkPtpY4tRSXzbEwwLPKtoNiATM1WCydNlkZd1c2DPQz+DcuovOeIHTMSQjaNShUoYgdBPpTn3NzuX94qv8qhOhEPzpn/4pv/ALv8DHPvYx7rjjjiveUy0H3HZwkulqyGTVkKQFWV5APqKwGbYYooSiWiojmxVU4EOmsblmdc1nGMcUoxHGCqQKOHT4IB/60A/yrvuPcNftC1f9jC//DCwQxzmDQUFtskoUKawQmPGLYmBLMP7dUrYWY8w137956mRQ1Rb4V2Z1L9nRjUnKztg1TCCNDZvLQ8LAZ2q2hAoFKhwvxsyLvgvhCNCOQHbnWMXl5z5+x7WuUdI05Vd/9Vd54oknrm0DL4O3BUGJVJmpcI5Avtjtz30FlgyQCDwKMnJSQkpIvCtSQp5QVFWZ3qhPb9SnVPeJoggDjNKUJ069QLc/YG1jm+MrKzyxdA49rEIlYvl/X2K6VOKHH36A+YlJ7p0/ghSKiAg5nqg0BWDG0ZRxBAVJRHgZpXrjV7E5FoMlQL7i3i2WNXpYLLM0LqNZb2VYVte22d4eUmqEhJHPwmQD33v1IPcwTnn+9DKPf+sb/Pp//PecP/siQV+CG9XXIO4PWB6e4k/UH7G8ucxf/uEf55133scUNcLXcJvlRcGxM+ewVjBRn6Tdi6/tdF8GaW6JMwOBRynyCISlvdnh//1v/7/Mzk/yU//jT+D7b4vh4BWwAPwFomyDVv+PSSc9Ei9h2N/CaDmuCHmrwSJlgRI5wmo8A4G1GAQGyHON0RZyjTUWYy1CKtccTwk8AfFI0LGW83rAeqhZX0qpRoKv1xXWGKzRxElMlmdsDjPi1LC9BdYKpCeIk4LRKMNTGk8Z5lo+lchjol6hVAqZmq5TKgVUqyXXzE8I4lFMXuSkWe60YbUq0y3FbQfV5Rmql6DIcwa9Dr12zgmdIq1ACsFMq07dg6pIMAgiYyiVfWZqFcgKbKGZrUwxiFOeX1xjlGmGuaFULzF/cIFK/eWJp8bZwvVTN/nLSomWb6hWFJVQ0BCQajgRwzCAfgBFCukw4d/8wj/nzFPfuWZjsrAE1QmnK3lZvEgUGQXgK4l/WwMpBWEIQjnSuENmdnH5utiCjiFLIc8t1uL6G9UlygP/LZj3e1uMSJ7wKKsKiLEwaPxtCFxI1KLHtVeKgpxcZHgEiBdNsUoIAuFjcsNwMCQrFejQkhaaXjzi1OJ5NrbbnF9c5eJowFo6JB9ZtEnYPL9CU0iOzE0htOXo1H5Cz8OX3u7F5WiAuSL/+0Za8O/gikiIhQJDgUWx86mJcfrTrQ6MMRhr0UazbjtYLDUZEkiPwHtlEfBbAXGc0u0OiEVBmPnUI58o8Imi8KrHboxhOIrZ6vQ5eXaRZ559jq9/5Qsv3fCOFcMItM0ZeV3OLZ5ioFLuv+de5g/sIxCCigyJwuiqHVRd2iVlFCesbm4BisCvkmY3xi7aWou1ljhJ2e4l1JplSlFAIMAawxPf/i6HD+97zStAay3GXBLlXfG38QO7M/jxil1j33CIGnAnoZ2kbnOGYoSVFp0aMtEhz1OKIkcp7y1zTbuEtUEKg7QWD/CsS0wba1HGoIxFohEWJNZ1+UU50SSQZRphDaJI8GRBZ2tE4AvKJQ+jC3RRMBj1SbOU7W5MlhmGQ0dQhJTEScpwlGBNjrCGViOiHPlMTTWoVkvsOyCoVks0GxLpSYSSDHojsjRjmCQopZhoKQ5lPo1Jn1H+8mIIYzRpHNMbDegO+wTSI/QU040ynlKEwqCtReiYKJCUyx54Flu4heogVFzY9NFYhrpA+YpSpYR3FfJtjCXLNam1DI2lGwu6sQBPUvE9gsilRgIg1pbNxJIIQewLigJGo4LPf+GLnHzim9f8/UoPvNCFbpyQ1UVjjLXj6JQTvr544aqActWdkxCXlYTsXLfWXnEvosEWbh/pCLLMjXNCgii5edIRlLfGdb+DtwVB2UFORk7OMOmjjWG6NIMSHpKI1Cb0i3WnIFKCnCGSEdWxQkQQ7Nrij4YpS6tbmFqdjRI8/fTzLF5Y5rd/6/fdjSoU8/ffwfd95Ic5fuYcF5dXWHnsSVa22vxmp8fhWw7R//CAwwv7uffWO9hRKAX4Y0r05l4EBZBi8RAooK37jEyKBULhs9+bYGAKlvIRq+ur7rG2SqfXZWltEYA7Dt7K7QuH+fF3/5m3zGD+cjh4YIrZmQZPnz7HxeWL/OZ/foJ989P893/3Y1f1TOn2+vz9/+kXOH36FBdPPUOv23Z/2PnqLh9fPWAKSnNVJt8xT61Wp14r8ftf+V0+8+XPcmv1Vg5O7uen/vJfo155qQC60Jpf+43f4sLyCnffczfzMzMcnJ+gv3VjUg06L4iHQ771xUf5/B9+jh/+Kx/l7offRdAMMUYzHGwwistjAv/qGI1StttDGo0y9dqV1Sca6AN5oYnjjEbo0Qzfeqmjg/unmXnvvSzbJTaLNR43EI88nnryy+zbd5S77n7XW+aaFgjKyqekfKSCCEFZCAqtMcYQCEluLUGoyI1lVGjQBlHEZGlOkeZ04gSJZhBkeJ4lCt3klKc5WZaQZimeJxFSkOkAYwWZUE6hVxgKJASeKzXBYFSJzHqsbcPa9ohT5weuj5ZxURxrcGXQ1nmVCAG+p6hVPWamQl549OU7sGdpzvZWh/VOl9V2mzDwiAKPRmuSSrlMpVKmOxxw4uIFJms15lqTmDSHwhAFAVVlaZY9jDBsZzndQZ8TZ87TLB1iYfLKe2qrE/PHXz1Huz1gY71NvdGg0axx1z0HmJqp45WdPc5AQDfO2Vzqk9VK5I0yyrhS3ust74mHsL0JeT+niAu2VteJRyM2t7dQnke5XCaMQsIovJR/0TnCWpTwUJ7CDwPwPWzg43keUipMljri2R+5FBQGTyk8z0MpHyk9irxACEEhG0RlRTh1dev/NxNvK4KywyMznaO1xlq7W2SMdZ98rjVaWzQZAih5FaR0yg9t3Hs7w5i17S7F5iZRkXB8cZHFxSVW2x2KXFOp1lC+T71SQeaavD0g2W5jt9r0ttp0Gw22em0mWxNkVqPGKyC7q4lxq1ptx/oX4TQqUtzcSMoOy86NZmgKTJZhspwLg1V62ZBcGwI8hqpDX+dcyAa7BGV5bZlur8vWxhpKSJTw8VBcWF8lCkKCMKQShIRvscZXQgiiKMAPPEqhjxRw9twiRZ4TpwUIiTcOS1trWV3bZGl5lWeeeZYzp0/SXjqOFcYto7zxY4RjeeAISwBexaM+3aBaqVKrlNla6bLe3SDZyOh1epxbvsjs5DQzE63dyS8rCuIk5cz5Rc5dWOSBB++jWi4RhR6ed33XgtGaZBQTj0Z0NjdZX7rI2sVFVpdWmNy3xkRp3oV3PUOgXl3eXxSa/jCm2+6xsrRB3KqRNCsIKZFSUanVsZ5CK8iMYZillJSA6/esu+GIahOE+44w7GyR9XOqHlid0G0vU69PcHOLSl8/pN2pLBQoAd5YxG8EFMoiraWwFikMxY4eQlgKm2J1TlEkCFsgraYoLBaFLjRJnJHlBVlW4PmuN422YBDu8rYgrAAhkUohpEAIi+eHKE+ix8Lcne2kWT42ULNI6bQynjRjo3hLGnskcUG3l7/suQop8D23L20g1xapLYkB3wqiUkScZ2hjiNOEbr+LyDXCWKKg7qIsvsTPXXo/SRO2ttokydzuPoyxdOOC9W7C2aVttjZ7rC5v0JoYMTExYKIVIsiYrzYJlOdmEGHxpSU3Fp2P1ynm+q+UorBkiUVnToycp4Yk1vQ6MUopitRSKluK/NLC1mSJ27kB5XlElRKyFKLKAt9XKGXJRjl5mrG53sVaixcoolJApeKh1FiTMo5y7jzg6uuUN5O0vK0IioePQKG1IC/MFRdPKCMCGXC+u8Jib51UZwgpqMwfoRq4dE87jTndXucbJ07y6Defxjz7LIVnOXnsLKNRQjQ/z2S1yqH9C1QbNdJzG2x96zjLTz6NabcpS8OtMzMsTLZQFGR6RCffpuEFVJRPRoLB4lNGW0076bgbUvlUZJmKeu3eENcCAyRYNrMh54brnDtzlsULF/nOd55mbX2dfm9IkWmKkSErCgZZglAWlCHVKcZq6o0apSgiHuWcO7vEU8+f5tCBA9x25Fbed/ROjs7N39RzuFZIIbj/jiPM1Kv8b1sdlqzkzFKbmVad+Sm3stJa82/+7X/h61//Nsee/BrDYRdrjRPDzgETOOerp4GdtkEC8KBcKXF4YR/NVp2JyQYXG2tsbXV47vPf4LnnBUmc8667H+D//Nf/Lp7nYa1lrdNnZavNs8+cYGNtnXfdeRcH9i8g5fUT1WQU88zXH2dtaYnj3/0OvSShMd/kyce/xXPPH+d/+Om/RTnyuPtgnfn5yqsOQu1un89/9UmWTp3l2ONPMtWq0ZqoEkU1StUaj/zoj9OYmqA0ISmyjG6nTU00ofLqHh9vOPY/CHNV6k93EIuLHJqF7SSlt/kM/WqAtR96s4/wEqylyHOKPAcpMOMSQ18YpDQgUnKrybMUCkOeanRh0HmByjL8PEdbR1qyzC2IklTspoiQHl7ok8QpeZGTaJdC0cYS+opmJUIpS6AgLIUEgWKiXsJTkl4/I88NWvgIDSIHoY0zjiu59Eij6qGkRekci+tv045enrU2qmXecfsBotUKRRCNNTUS7YXYIGShVadSL9NLhqxtbPL4C8eohQGVIKDerBCVQipVj6FxupTtjS2effZZ7rt1Gjjszj83fPapdc4tbfH48VN02l3WN7awp3MoCr75ZIuF6Sb//B/8Zeb3T7s1SC0guKvFuaHg9AC0gkLeAIKSaZJhTrXmUW56qNJ+qoMRI5ljigJhDbKsUOUAo8FoSzLSZGnK9nYbz/eoNes0J1tM1Cr4oYui9Nvb9Do9Tr5wAi/w2X/rfuqtGvMH5iiXIQyFS+9IEKG4RFKM4z67dEjt/M+bg7cVQdmplgm8ACtgmI3IZUE5KCGEcOTFWLKiACVQykPikeeW5e111npdnlla4vTSBuu9EUWqKWRBUmjwfKpTLUpRRI6gvdlm++IaZeVzx623EdTKVKTl8C0HmV2YZWFmmql6nZL08fHGQtkdVaVTegTSmQ95wkPd4OjJjs7EYDDWkGYZozThwvoGy90tXlhf5OKpM6ydX+Ts2fO0uz1GhYvy+DYEKQiCgLASEFV8hA/Sk7QmW5TCEq1qkyiIaFTqlGplrAeJKOiZjDhOwECtUsWT8hUbc71REELgex7lcomjR29FeB6nz5wFPc/81C10OgM6nQHnz51h8cIp0nR0STSpcOajO1GUy0/GABmYVJOmCVkWkucJRuYQaGRNkBUFZ46fYEJVWFzdoFmv0axVWF1Z5fjZ88zNzzE12aJaqRBcZwRKa83F0+fodzr02m0EcOC2W0mtIbaGlQtLDPvrdDY3ScoRRgiEciflqhEM8aBPlsSElSbKDwgCRZYkLJ89zYUzpzlz5jiBupXpVp3WdItKc4LV1TU6wyGzTJHlqUshmIK4yAikQsm3kAJP1UHuxw/rRKFPxS+IMw1ZH5uP3uyjuwLWGtJ0hEyGaOVE7FLs2NhbElJyW5CmGVlhyBKX+jG6wNoCIbWbcbBo48J+xsixxkxgrQADaV6Q5wVmXB3keRLfV0TBpdp83xcoz7nYGg1FnlHkdlzGL5BSoqRC4SbAwIcwUnjCoozFWoExAu8VCLhSgnIUUK+WmWw2yLQbk5QfOrM6CwhFpVQh8HtoA0IpvNAniALCyMf3BJ506aWiyMiSEUVRoK1lrZ2w3U85d3GdpbVthvGIOEvJiwxdOFLQi2OiQcDicgelAiYmagglqfiCqQCyyE3siYbgOgc2PxCUq5KwJFDKrXZUEDKXNjHGfXdBGBFGEUaDNZa0BnmWETUUSinKlTKVepl60ycIFFIJilaEH2oO3DqD53tMzzeYaJUpVSVBKC6ZvQmuMMWxL/q548UyLloaazzHJejykh/LzcLbjqAoBLVylcCkrGyuE0ifWyYPocY3WWEMSVFQr9Qol0pEqsxwmPC5Jx/n1NI6jz1zlm6c0ItjrBmAzSjXq9SqVfbddRSdFWxcWGXt2GkuPPEMf+En/hLv+bGPMKWhJKE2KZho1njHXbcTyRIlLuU9JX0smQvXCo+JcGJ8zDeenNjxz5SMzOSs99ZZWlnlj/7kixw7v8hjT79AfPY86dIythRBGMDMDFGlysGFGeqNGrPz00zMNGnONmi06pSqJSYnponCEo1yHU8IfGvReY7Ocoa+5kLeZ3FlBVNY7r31DqoyYOKGnt31oVqp8LGf+CiLS0v8yec/w/Dd7+T+u27h1OlVnnv+HM8+/U3OnHycK9ZGHq6cWOFSO5cvmzTQgXQrZWNtjdyMKBgwLIYUQUL9tibDlRHP/MZXKRa7fOndH+QdR2/h4Xtu54knnuTzX/kaH/nIRzhyy2Hqjet3is3TjM/99u+zvbbOgYP7OHDbEX7kb/wEBnftf/aT/4YXvvFVzp94ARNU6OeCdDwMGKPJ84zls6fYXFpk9ug7qTSnmWqVGPU7vPDo5zl5+hRPPvUUhw9McvjAIzz84R+gNj3NJ//97xBnhgcfecTls0sQFxnbaY+JsEb5rURQmARahKU5ZK1G0+9RSI2INyHp8lZK8Rij6XfWyQrwPcnIWHrGEkgPJQUpGYXVDJPM+YXkTu8mhcFTEhUIiiLHaENRFE4YaiRYlzTKC02eG7LEvSaqRPieolwJKAUezWqERWMoxjkBw6DXRxeGUZyjNRRaIpSHUAGB5xN6HuWyIAgEUQSetPh4CC0glwSvMKt5SlIr+cxPNfFKVQaJJtMWL6qCVHRjjdWKycY03d6IwA+p1WtMNKs0WzWiMKS0sYWvDIVOKPIRWTakMDmFhcdObHJiscM3nniWXq9Pb9AjSROM1e4jCT1iT7BtCr7w+BkOXhzw7ofvoVWT7G9CswS3j4OCAx/q1zmD1pqK2f2XNlJpCCBi4dAtV7hmXao5vvyH3f3Di71PZhYmwU5y73t2enrtuMy+CqO67M8WdsnJjpdUoV2JtbFuylA3OYX7tiMoVlgUAl8o6uUKnvAQAgpbkJIRlULmJ6YJSxFSSl7YuMhmp8fx1XVWOj1iCxqLEK6CBasJlcIzlq0z50k7PTafP8awF+N5impUplltUHS2SY3h6OxhJupVSqKMNzZ526k39ygjCZB4CHGljdyNLi8eZCOGRcIoHjGMRzzz7DNcOL/It7/6DdY6XUZbbbSnELMzzB7YR7lRQ9XrROUyh+YWqNdrzMxNU5+sUZusMdOaolauMlWuESqfShAiEShr0cZgioJqVCVQAcNmjSTPWN5ewWQ58Xabfa1p7jxw+Iae47VAeYr9C5MUeoQfKvrxkOPnLvDoN77JY1/7DuvrG7xkghpHSdhJnacv+lsf0s2U9TNr9DsdttohicjIbcHgTEa27oykNtY2+OPf/TTLD9xFFvcxEm6/4zaOHNzHwblpvOtYjlhrOfn8cdZX1glqE8xVm9x+721Mzs44/QAuvz9IctY6Q8IzFxBBBU+DKCwb7S5CZxSjLt2tNfrdbS585fNYGXD7nXeytrREd2UZBjEz5RYqs/S3tzF5QSnwedc772az3eeF50/QbFW47Y55Cm0oxlqwGwcL9LEmQccdED6qdGj3fnptGN9tqo7wp2n4IwrPkukMabI3Pdp3OawxJMMeiBAR+S51nRp85aJS1jcYYSl0gTY7FVYWIyDTGlFAVmi0cakfV4XFbqWIMa5aJIoChJAEkdM/RT4EylUHIZyXaqE1xmqKwpU2e1K5mgMPEBYh9fi4LFKAwAlmjbUUGJSRqKtUpFyOoijoDYbEGRSZJSsgNS4NLpRHnCYUuSYeZVjh0Ww2KUURvvTIkhST5/T6fQbDIeQpSlpK1RKdJOf0apsz55e4cHGLwaBDHI+I4wFZmlHodKyxkc7QUcLFrTYjbciiiIlqxL5WmVAJIk9Qb9YwxpmmXd/3C0YL5DjdsgvxIh+Uy2Vi8kUmpDu3l7n06yV9jNgNeYidvM2Lbkd7Gelxx3Np0zupXzGOnAgNtjCkcUFKARQEpYBRXLhy9xuMtxVB2UlreEiE9GjWakgkAkFuC/oMKJVDDlQqWCtIi4JvrL7A+bVNnl1eYTAsSBFoIZDCYtBYa4iUh6cNay+cYriyzPpjj+JNzBDOHqJartIo11nbWKEQmn3z+2lWqkT4u3ExO77aPMo33edkZzLopgM24w6d7R6ddpevPvpNzp48w6N/8mW0J6FaRjaayJlp9j90P9Oz04R+QDkMOTgzTb1WZWpmmnKjTLle5mBrH61Sg0kUAZKQSzfQTum9cAdAMtmgk404eeosW1ttjh8/ySN33ssd+w9dcaxvRqWE7ykOHZimMCNKZZ9+POTpk6f5/Je+wqd/70/QevWlb9oxSrj8sYMdgiITVo+tOJ3KBE4cKoHngTZQwNrKGr/9n3+HC2cfJLMJs/Mz3PfAO7jjlgPMTk5e8zntdC999jvPcOL5E9xy9/3MzM1y7yP3EwQuZSQAJSTdUcbydp/0xGk83xEUCsvKRhuR9DCdFdobK3TbW3ztS1+n0x3S+cBHGHY6dJcuIjLBvtoMXm7prG+g05TQ9/j+9z/IucU1fv///h+YW5jm0K0zFIWm0K5E/caiA7ZDMTiFkFVUtP9Fo/trhGoi/Dkm/BXwUrZMijIvL+B8M2CMJhl0AA+PiCzVJINiXI3hEZQUwpPkxjiBqwXGVgG6MOhCkxcaPU7f7UxWxkBhtHullJSiCM/38X2Q0lLyDL6yKAosGiE0eZFR5AV57q65YGxdauXO91s40iJdN2FhnWYC4YSzCOc19UpDYJ4XdLp9EqPIC0lS+CTWo6oChPIYDmLSpKA3SNDSozXZouyBrwRpHJMYTbvTY9AbYvMET0G5UWI7Tjl2cZOTZ85z/uI6/V7blfcP+xRak+scX/oo5aE8p884v7HJUrfPmXZMvVJlYWqKRqholiSHj3hEJY/0OgmK0WByEAEvyqvsYOydYV701OWq1st8TnberotLbxPWEYsdzcnua8eEZSc6osfpHGMu/U2Of6rxdqQFk2iSdkqSJqRpQm2yQqYz9B5BeTW4cio57snjrOPHymdrKHSBLxVKCl44dYqlzU2++sLTrA+GjIQloWAw6mHiEXY0ZHKiRLXSoDE1QZ7mnF7dIN4eIipztGYPcuDOO9lY2eBLn/8yJ55+HExK6GuOHDzI9z3wMGmR0B21KZciSlFASBV1k3ti9ouc7Szh9OYmS9urfOULj7J04SLnnj9BkiRM33sXXhQQ1sqU6jXCaoVbDi7QaDapVkpEoc9so8rMxAx3HLyDcuBRDjwqfpkQRTguTb4c4kU/pyhT9TzUwjybtYDUbLI0OM+//p3/jQff8SBHb7mNll8lFG9exc/05CR/5cc+wvFT5/jyF7/G4vkTGL0BNnvpi2NgmUs9La42h42AC8AqjpzsfEgdXPTFMH7jNogYqSS37N/PHbcdoV65vpLiREOcw9Sh2xBRg7vuvg1hLZ/+L79Pa3aKd/3Q+/B9D89TlCOPesVje3WRXCuKwhJuV+idf57eykXWjj3L8somW1sdlrc2yI3h7LPfIh0OKQZtbr//nfzQR/87apWISjmgu77GsW/F3HLvXRhj6A9GsLrBM0++wNHbF6iV97nJ6YaiRZLCn3756wRhjR/8kR/Al9dwLVUPI/T9VLzjGJnjT5eZaEWv/r43EEoKmmWPqOwRhOAhkNpV1UglQBZYYxHGIKxAWok1kiKTzkFZg7ASZSXKc060VhdY6aoWg8AjCEK8wEcpVwHiKagGzkPbw1UIFVY7F1sl8H03a4W+HC/I9VhkKVxaSUiEyNHakOUFUgh86TkNijAUV+laV4ki3nvXXZTCkFNrXbzyBF65jicKylaT9NbAWvI0QQmYmogY9lO6owyhCwpb8PUzZ+gNEza6XUrNFh/8bz7CxPQUYaXkHGelQNuMXMeMkhFpkpGmydjrSWM9MfbtceEG5XvOP8XzSAVsZTnb8RCxlbFaSMLAox9fZbx4PRh7lOSxKzT1PEcQkuHOosKitcFoMzbBk8ixDs4AWlvyLMcUGpMXjmBJiZQuSm/FOFqWFWitx93DXVWrVMp9Z94l0miN21+hc3RRkOcZWhek8YgiL0hGMXmSEQ9iFzm3GuUr4nREPLjxTuBvI4Ky09NYo8YOHwqxa9xmjCHLc6yQGAEXl5c5eWGRE+cW6WQ5XrVFZnLSZAjJCJEMqUcNpiYa+LUyQxGT9IdkSYEqTVBtTDEzPUu302NzfYtnn3oGUyTc++BtWKt5930PEBcxnbgNfgVly/iUUK84Kb++gVwbTaELt2IZM+pRkbM6GnKx3eb86gaPfecpzp46S77VISqXOfCO24nKIaVqRK1aoVIpMzPVolqrUa+XiQKPiWrETKvBoel5ykLwarVFlwrgACGoEVBWCjHRIAg0a3GdUyfP8Z2nnyWaqFObalGuB/i+uukRpZdDvVrl4fvvZ329zYkTp9jeXsPal+khkQPdV9ngmHu8MgwwApFhBUw2mxyaX7huM7M0N/QSQ3VqhrBcY2H/LMN2m6ce/Tazh/Zx24N3U6mUqVRK+J6gFHqsbmwxTCyEFYbDHsONi2ydP835Z57h/NIm65t9ipJABh4bi2cokhiTDZmbn+YDP/4hstGAPB6wdHqJ9toWB+64DWsthdH0+wMunLvI9GQFfcvcdad4jNEURepE7dIDqhRFwgvHT1Oq1PkBc3mXrNfxWUYzoG8hlBFa9gknSlTrVzfve7MgBJQDSehLpAI8gfUlwnMmaoXNsda4ag8rkNZDj1flxowN83ATr688l/6x7vPyJESBIir5jvBIifLc8+VAOVOEwhEgbcy43BYXYUDg+eO717oqOakEnnT7KgozTgflSClQY18VbS1XW2gHnsctc3OkhWFzkFL1BVWvjNADPJOTxQMn/DWaIAioVyvoVNI3BegUbVJOXVhmozsACvY1J7jrofvx/AAxrnzKdEGuM/IiJUtT0iyjyPPdprICgxBmt6JFeQrpKawU5Bb6eU6WJCSjIX2t8AXEyfUTFGssReGOQOCiH6O+M97z2Bnn9djjxKJ8d4AFrvw/jXOKLKNIMnzPRYHC0KKUcpVf2lCkKVmWkyTOVR3GRSJSEobOmHBH1lAUmjxLyLKUOB6R5xmDbpc0Tel1eugso0hikK4ljNGaYTwiS9JXPNVrwduIoAgKCgpSQiq7HrG5LWjnbda3tzl97jwnT57j7JkLrG636SUJIyXR2rB5eg2bF3ipxjeawGiO7Jvh4K0HOdUfoK1h5q47kcOCxlAwimO+89h3OHDLPqamWzz40H0oacBYOr0upzfOUy77TEw28QQUunCh0Fcd+wyXTDZeHoXWfOu573B+a5n33PMQUeDUSsvLq3zlqe/w9e88wfOnT7B8fgmL5P4f/n6mZia58+7b6XfaLJ87z1SrwcRki9vvOExzooGvJJUg4s7JA1T9Mg2uvberRNKgTjkqM3lggrtat3Pnnbfxhd//Cv/hf/kP/E//8P/EO++7n0nVvMY93BiUyhFTc9NcOPXGlcMmSUp7u8Pi2iaNqTX2T7aovELp5avh9JkLfPfYIu+97whHbp1h5fknuHj6DC88+Q2+8diI3/zUr/P+H/hBPvTnf4zN9Q5ShRTZNjYrmJoqE4oB548/Q2dzgy4julmPzmibUFTxtM/a8gq2KLDSJyhXmZiexppJdFHw3W8+w9riEg984Pup1Wv84J/9QS5eWOT4U08yO1vntqP7ma404To+3qWLT/L5z/zP3HXPj3L4lvcBbrVeKkWUwmDs2qF53T16o4cQ4hCB+t+RZU3rXbfjNw+8+SVnl0ECkZIE1pAOM4SV+FLh+QIZCOdLPa6O0RriuCA3zrVaeMq5ynoSJQXW5i6SLFKkFHieR+BbQqEp8hxrwYsUvqfwcP4fBoEwAozAaqdbUbIYT/oWicAXrnrHkwopXNWPNQJhxoJ9i/NpwSWfdjypLkduDKu9IbVKmbuO7McrN/DKARcXh3Q7bZRIUNJSLYWUS2WaEy10UTAa9hi0RwyHQwqdw25vNVdV1JyYYnp2P88dO8Onv/gEixc36PdHDPpDjNYYa5xHUikkDH3CIKBcKxNVqqgoQigfm2cURY5OhlghUAqe+swn2Tj5HTorZ6/r+01HBb12hvJ8pBSYHNI4ZfnsEuloRNLvoTwPT3n4YYDnKUqlCKkkVgi0dhWaSZISjxKSOKHICyrlEr7nEQSeM2zrDlxKazRCG5dyi6IIpRTWuMqvLEvJ84I0y8gz56qcJglFkTPq9ciyjOFwMK7yGjsVS0E5KmOwZNl1krWr4G1EUBwuL5Ny8ZSC1GQM4iEbG9ucOXOep595nhyJlhJvokmoQXe6eAhqYYQnJcqAJyQWQWENVkpm9i0gBwXlzZQsX2PQ61MKfWZnWkSqTqAEE80K5ahEUiREVlEKonGicay7thZtxy6LFuT45r60antJodfVz9NaNttbFMKyPrtJueQcBze3tjh/fpGlpWXW19aJShGliYj9Rw4yOdViZnYKTxi66yGNeo2pVpPWRJ1m01XlVP0SU9UJQulfc7dScAOEj4+vfMrlEoQC0zD8XvePeOqpp7m4tszhwUGateuvXHktsDv24MYwimOKQpNlGdudDlkaY/QNsJYX8pIg5BWQxDGbGxtcXFqiXK0SYGnWKlQqFReefY2f+o6avj+IWVvbRIojVMshZ9pbDLa3KFUitkZdXnjmGK3WDAcO38b2VpsiK1AYPOkeOo9ZW1mj1+/QjhN6WcqwyAmMRhhFOnSlt36pTFAq4QcuymC0oTCWJM0otMEr+Rw+uECRjDghXYohzwsnxuRFkbbXgW5nk5PHv0Nz6l6aM3dTCSsIIaiUfMJIofUIrT2kLL92UykhQDVBeShZRqiAUjlClYJrPMqbBWfOJoVAGLPbp91TFk9Z7I7NuQEtLEY5u3tjLFKBVJbAF0jh0gHGWJR1JaK+D77nrgGr3fekxpWQkhdpG4xLCwjLuGGhW+8LIZBCjjvA7/hpuGiES7nv3HdOi3J5T/cXn6eVHmEpYnZqAhGUEEHAhicQ1oJ0Im+pJEopfM8nDENK5TKDniIfu6VePn5aa5FKEUZluv0h5y8s0+vFZFlOnmUu8qTG5nOeM2xUSiKVdG0cpHDHr3On27EGoRQoSWf1HOtnnrnub9cYiy4MQow/aA1Zqhn2+wy7Pbqb6/h+gO8HhFGA53skkSvwcPoRS14UpFlBkuXEgxFZlpGNhnhKEgb+2FF2SJqmxHFMnhdobQgDHyklee7SOUmSuP5Jae4IWeE+p6LIiQcDijxnFA8RSuIHPlI5EqhrGqGUKyq5wXhbERSfEG/ceM9i6dMjtznGWnrdISdPnue550/y3adf4OjddzI10+LA7BxFkmJPnGayNcH9D95Lb5jQ7sc8d+I8Xz92mtr+eVpTU/zExz5KvNHhu5/6MoUZMhpV+PEf/zP8yI/+MBMiIEAipSSzKRv5FlW/RpPpXStIicJYzdrwAlmRk2Qe9bDKQmP2srNQvBZ3HGsNK8trXFxe42tfeYJms8n973yQx7/zFJ//3OcJJkocPXyAP/ejH2bf/gWC0CfLMtZX1qgEPnfefgtH77iNQ7ccJPADfOUxFUxSkiFVEdzwRoAt2aQua0zKCYwxPP7442RxzNyf/W9v6H5eCd1C0x0O+fyXvsTKyirPPvcC548f49lvPEqWXmd4UvoQViFPoHjlRn9njr/A0rmzPPrFL9GameP7f/ARDt9ykB/5yIeZbDSY9F9qiX81pBo6GbSHOf1e4qorjGVrrYMXlPm//af/lReeO8H/+v/8Xzh34QL/6J/8X7i1FjFb8pluVpH1iNVBn9X1Lb79jecZZgm9NGZUFGTW8NCUohxJ4vU2YbnG/vvfxcyhI5cOQMDE/D4yoximkkZZ8qGHb+Oug01a0xUmJ8ogXfYrw9nIXMtVdfLYMv/5329yYmOCe7aG/Mi7P8RcvcoDd7awaNqb36FcPUhj4h3XsHXw/ACDoji3jp3exrv1tUQ63yAIkIHCiyRlTzgX7CKj5BkCX6JkjhCGohAYpWgEEQaBtk7gKAFPOeKQ5G7BpbwKWDO2QC+wVpP5Lv0SeKCkQhrlNCy5cZGG3KCURCiBFBqJQVnnYmtlgTYaI3KULZB46CJxdvfSUVMr07FS01DYly4GolLEnfe8g4MzE3z/O4+Sa0OWa3yds1yr00tTCu3SHlZFmExQqzYoVUKyImWQJojLStl1oRl2u/hBCRlUaW+3GfYHZHnmKstEhiMzO+PtJRTZiFRaUAIhPWxmsdagrfOU0taQZTemmaf0BF7oPIh04VoLJKOY3tYmm6trnD1xEjl2ay6XXU+hIiuwxqCLHCElyvOp1OrUmxNYAcIaVi6sujHNGJRURKVw3IbAEA/7xPGITqdDlmakifuusix1wlozLjcRrooMY9FFjrVOKG0EaGmd542SGOW8W/QeQXlliLHiObcZhS0YZUOMtQQyxBaWTqfDYDB0pkZZ7ph0PIQ8pxp6lCOfMPQRuabwCwZ9QyfNmC/VmCjXMXGCzVLCkketUWZ6pkmrVaU5ETFBdbdr7TAbspZuYI2zeRZCXtJaWPBlgFEuZyuUW1PYneMfn8lrOdsgCMmModPtMUoyvOeOsb6+QTmKmJ6dYWKuxcz0FM1Gg6LIsIUm8gNU4BHUS7SaDeqVKp6QeEJRUSGR9Md1Tzd2hFZCoVC0JibYt3+eyckJavUKSZES56/U3/T6YK0lyXOyvGB5s013NKRSLlOrVrBY8jxjNHgZ7cnr29O4Pu812MaPnUGnTEEQSCYadZr1Ouvr66RxjN+aI3kN4dI8y+m0Y/q9IfFwRGdzm+2SoNfpYK0hKJVotCY4dOstrA422N7epq4riDwikgLleWylBcNRRrs/IC1yRjonx7o+iGlOZi1aaxCCoFxFeD5x7IRzRZ4z6g+JBzHt9W0kguahKerVMlNTk0ShG9h31GHXGkORucbrx6ycOU9R+Q537z+EsJPkRYpEk8dr6OBqkTinQDRFSt5fQvoKr1JGiCpQZUfxLGyG1SlpJ8aP0rfWoCgEBCEyjAhCgdVgCktYlgTBjlBVM+glFGiMFSjh4Xk+nnS2+FHgDCFFkrlSZLQrYxVit7RWGIM2TiArhSM1RkMx1oxa69I5CIEn3Hs8OY717VaVuL9f+Q275+yO45cwu9WWl0NJRa1WpV6r0iiXKMaCztmJOhJFexST5gVJkuGNW/8Gvk/ZV7QmmiTpCM+/lG6xuOamRaHJi4KsyMnyDF0Uu4aEWIuw0k3K1mlAwLWJMGPjNiHMZeXZBm012uob1vlaeQI/khgtsAbizBGFbrtDp92m3e7sfsZRFOEpRZG76lKr9S5BiZOUNE1R4zYB/W6HLMuco7CUREm0e/eN4iFpmpCMYtIsJc9SjNHoIt+95oSQ42tDgBL4XoC1lsB6WGHRwmlcPM9jdn6GoFIleOLG9916S92L1w93E3TzNqNixObGJqFX4ujCXahUsnhukW67g8417V4PLUEMtoiUYHa+TqlRZiBztqVhRQk28RiKEvccuYfZRp2Tjz6OLlIqLZ9qY5qDBxtMT0e4FmkROx+nNobRcEQkPPJajEc4rt6xSCGZLu+jwNAlxkdiyMeB1df+dUghmF9YoADOnFpi6eIKX/7Tx9h3y37e+a4HuPOBO9l/5ABKCkya0+u4C31+aopqOWSqWaFRr1ENy4QEeHhMEOLd5M7K77jnDn7EfJAP//kPcHD/AbbbPZa7G5irKPtvFNbbfdbbHb7+6DfIsoy/9hP/DYPhgHw0otje5Ds3YiemgLT3ut5y55238PD73sNP/sW/wOTkFP/p934TqTze99C7WW9vver7+70eJ58/w9KZ82ytrPHCE0/RO1vi4qlTKE9x5uQZCuD7f/TPsJFt8dXHv8b57pCLvSHJShsfeA7rqqbtldOGANrrPbSAIMDpHqpVUiNZXd2m3+0w6HU5/dxxNpfWiMI68wcWWNj3fsIoZGZuliLrofMuBTkFGnuNvtmTAu4X8NiXvs6nPv8tqvVt7rlvP5WVJaqeoN54Gu0HwPtf9E4LDNHJEtvP/n8Im2Um7rkLuAe4D1ee1cPqbYp4i/bZNpEZULr/dR/izYNU0JggqE/TClwEQVjwfIPnGyYqFmEyzhw/wzDLSEZ9gqBEpdqk4ilKnmSiWUX5AYvbfUZZznY/dc7KviKMAqIoIDM52uhdwWvZ88gzS54bRA5WWyeCRbpeQFIQBj4WyHSBlQIrJVJ4eEKNfWkEUqix/4bEKrCqAPnSe93zPJr1BtOtGhNh4LxIBFSCEsNU0+4OGCYpy2tbJLlloKEShrSaAaXwKAv75vj2U8fY2GoDjlAV2vUmKqwlyVIGo8GYbIHWOY48uVTkuMeic9ctMiyaXHogJFluxyl5jbYGbQv0jUgJA2FFUZv0wYDODcPOiGG3zekTJ9lYX+fixUXngqtzpFBI4Sp5hJB4vtpNsSnhKr6icgnf98eCV8toFI8XxQIpFcpTu4uGOE3d4sNqpLQEkYdU4+16yqXTpPsuQy9CSemaSuI8bpTv4Qc+7/zhD9BcmOX3vvzbLK8v3ZDPZQdvE4JisRRkJneqdqFRUtKqtghUiEJijSXJcvwoYmJ6kma1RL0UMD/r7K5FGJEgOdPusdFNWO+OSNZ66KTg7HefoVMtM1q7SGuiyj3vvIvO5iYbF5c5c+Ik2ajLkflbaFYm2Dd7CKUk9VoZz5cMsxFlT6KUM3zfyZFLJCWCXeGYeJ3EQEjJ3Nw8frnM9vaIua02zYkp6pON8eo1BGN2q5mqJdeuvNWo04hKzFSrhEFIKAJc2z91UyInL8ZtB44gpGChOUfVqxCVoB5Vb+h+c6MZ6Yw8M2SpxkpJo1nnHXfchtGaahTR226zduoivfX2Fe/dWWW8XrokcOH0si+phHI8kVh85Rp2pKMcY9yaPQGGwLDbp726gdGachRx7+13IaRkcqJFZ33zVfc57PU598Ixlo6fZvPkWc6aTYaNgI2lFSyWr/zhH6GtoT/ocvHEcWAcU7Cw6eSVvFxDVsE4vmDB06CTlGRtkaVnJI8WKUmWk6Q5a6fPkfRj+ktL1EKFNdZVEURl0EN0alwLeaOxr+KB8XKYblR5+M4WKye3WVoZ8uxXj7F6do1oe41WwyOLNIf8A0zfcvVvRliNX2yhO+tsHuvSzRfpps+g/BRhhsSDLaSUzB6cRc213jrpHaDQlsX1jO1RQtvTY62axAstng/NXoYoYk6fWyJJY3JhiaIK9WJE7PmUlU9apAjP5+LWgGFu6KUS5QWUyyERPiXjk+YFWoMSwkVPKpIkK9joZU7fkGpKwiNQHnLc9kJEIVYbsmIspEWhwhKhH4IMXdWN2LFedoZyRozviRfBYskvS6NInA6kUvIJfB9lNaVAMhr4JLkhyCUV31KhwKtVKJciJqdn2OiNGHS2scaSpanTV2iD1hqtNcK6fVvjJlkrXXzPkY+Cwki0kQgjUIWr+iwKlxrRxolqC6sx+gYtqIoCkaWgfKQnqExE1OMqrbkZZODKnPM8pchSp8WxdldkrMZlwkpJdhoyev5ORZbTtFQr/jhSNB7bhMBYp1sql32nG9HZ7vvlWOcjpUvnecI1UvWkRUrjdE04nZFUGiXA1wNkVkLchEXmDScoP/dzP8fv/M7vcOzYMUqlEo888gg///M/zx133LH7miRJ+Pt//+/zG7/xG6Rpyoc//GH+7b/9t8zOzr7Cll8eBo0mI7YjEpOAgMDzmZmcRuEjhXBRjTQnqlaYK5eYqUc0yiG337afsFKm55c5v9HlqedO09/uMdjqwWofMch4cjCkXAqYqAvq997O+95zN8efPcbG+VN855vf5vGvZbz3/e/kwP4DTLfm8COfqck6eZbTTbqoKCBSFS4vhVQIylwKib3eCVpKyeHDR5iYnaFUm2AwGLG90SbOEobZkCgIKJIUL4zwPMVkvUkUhszOtJjwyiz4dYxwMradYt83ouT3gaP38cDR+8hEjMUQ1MpMVyduWGmnBTJTsJX16fdyeu2M/fNTzE01OTI75bLNQpD1hpx6/HnWFq9k/DvtKa6FoPjAVEmx0PCRYzFiJfRcZVdakFtLYmETR1C21zZZPHGWdBQTRREfeN/379gisL2y9qr77G5t8ey3vsni86e5ePwsarFMs+oBOWmW8sU/+fJYmT/icrpjcbYuLwc5fuxqRwooBiMGZ16ge/I5nv7MH2D9MtYrU/aaREGFdqVK1QdrNMr3KZUrFGkHUxiMKTC2gGv0vTkwO8Gfe+/dnOu+wJlzAx79nSfZScotHAhgfoOsdCtXD3xIhDVEep1+Z4OVU1uc7glOdAVhWeB7Fr+3TL1aZe6ew/jNBd5KPeez3HDs3Ag/iqjKHJRywt7I2dg3GEHa48zTp9C6TzShqZRrTIxmqXkRZRnid6pY6XFma8ioUIzENFHJo0mJKFeUUkUyTNE5RAEEgSD3Jf3Ycm5jRKEthbZM+hHVwCcIPVSoEFGEzTTp0OnrlPFQ1QalapUyGqxB6z7WaqzNXLm4yQiu0qnbAqkpSLXTs0gLUihq5QApJGUf4kQxGgakmSbLBL7URDZhqjmDicrMHzjMxkgT93to47p5p0l2GUEpxlFqsWscZ3Hl0MbmFBpkAbnvKo1s4Roc5pkrs9ZFsZvi0frGpHjIMxiNoFpFegHN2Qp4hoXbDtPqT7P/wAJZMiJPRtg8w2qNzvWu+6urxhqL861xuiFrUZ65rEOxxRYFZuynoo3BYBBirDTME8fYxqTLtXR084EnncstpgAMSI1gpwePiyLJeBPT11j9PVDF8+Uvf5mf+qmf4uGHH6YoCv7RP/pHfOhDH+L555+nMjak+pmf+Rk+9alP8Vu/9Vs0Gg0+/vGP85f+0l/i0UcfvaZ9OlO2AE/kBFLjE6GEhyIgyzIurp6lG3fZd+gA5XqdUq2GHXQQOqfnh6SZ5vi5Jbb7MUlskMaj6pdJ8hXMqM1EeYqJySq33DLNwQNz2DxnYX6aH/ihR0jjhDzPaU02qdRqZDJGYqhQwXgWExlCb8f86cXZ2esbCEsI6spn3/QMaTNnanLSWVrrAhVKlC+pqgBfOIW6pxRlPyKUlyz4r4WcaJPRTxbxZEQlXHhd5EKM89EeAd1uh5//pf8Hzz33HOn1ilR3tg8E0mMyqFGva6ZDQ7UUEgmxSz4AsixjdXmZbqcDuARdiKuGlcAAdlUTO4XfO8Wsl0MCFQn1UsD+qQozkzVmpxt4Y4KiAokpCrbLGyRJxmAUUzKCkpVUMGS9EbYw4zzzeGXEa1vEF2lMvLnM0Ttv4b2PvJdIjPBEDsrHCwImZmdIRwM2Ll5gtdtjqd3m2LPPs7K0TJ+C4mXqKXZqIXq4aI9zvnaxuNb8PqZvu4OF2+5g9tAt+DIEA92LS1SaDZLUUAiDF0mUN87pj90p7TWW8QQH76bxI/9HfnDwH5lKtvjiSsyFoea5GLr9gi881mEknuDWB/5fLNTfz1zt4cvebZHSdeIl87AShn5Ov1zw2GLGuU5BIyqYn7U8UM6IyjcmdH/dED5MfxTKR7GmSpFLhn4EKLAKudVHZAOS3tMovcnETEypHLJv3xTloEw1qKOMQhjJicU1tnsJ3Y2cgohisuw6vpsAT/p40kcbV4Ls+cpV/gxz8gx6aRkjLVZZtkzAIFd0ugYlNYFMsVqTxymeEIRSkGY9NrcERTbE6Ayj++giJR70MMk6pn+KraWXVr9kWc765jZiNORs2aNZLdGsRoxIMNbS7scMkoSLW218KZiqVPDQeBTOjh/D1NQkc70hK2eOkcQx506dZBBnGK9EPBq69IY2Y1+XwlUcWbkbPZEa8tyQ+y61o61LA+WFi5jkeYG2hsLoGycIHUtz2PHrijWMciomwScllxm5V1AEmsIWbjFunDeNsQZhLVKLMUGxYzKosZnbqDHufI3WSGPBajzphEZCWzCGPE2wWmNzZz8rjKvAMtZSSDcsCSxid/nkzPvcrSz4vT/+Y5bznNWNV4/6vl7ccILymc985orff+3Xfo2ZmRmeeOIJfuAHfoBut8uv/uqv8uu//ut84AMfAOCTn/wkd911F9/4xjd473vfew17lQg8POlj0JQo440dW7N8yMW1CwziPhNTLWYX9jM1O8f2hbOM+h26AtpxyrHFNZJEk2XgW4+SH2FMSlH0mKj4zLSqHDo0z8z0BEWWMTHRYN/CDHlWoPOC4ShBSoEWGUYoypSd2iwA58foJoOXEoEXZ/5fGwQQICgrj+mJJgWWdGz1owA9LvOruxjSVUuGr5UeGZszSlcJvDqVcP51b8kdo0cyzPhP/+k/cfr06Ws8kqvDl4qGLLmQxsuYtBZ5zvbWFsOxQDYYv7SGIwg7t6LEEZMd+nQ1glJVkqmyz9H5OpMzU0zNTxEY11tN+67rq6czklFM0C4IjSQ0CoshH6XYy8LF4rLHq8HkKVlvm4MPPMjDP/AB4u4KeTJEhFUq9QYPvf89xP0e5557hpWVVRYXL5JudBmubJOK1K0cX0bs59QbglRAKBUVz8eTHhPTc9z+rvdy/yOPcOdDDwGQJQmP/8GnMFaQZhrjGVRFIZQ7C1cZwOu2KdmBN3OI8nt+jPuPfZtDF7/BMCuoWMPp1NJNDE8+P6Q8c4Lj679N5E0wV3snlxx8nCuoF3hI30NZmPIKOkHK8vqQb1/ImJqHbtUy9DIyLwWKsRX4m9jgUHjQ/ABU7wFbYLQgVT5YBUZBN4N+l9HqC3h2jUPf16I13eDorbNEMqRMRJ5DnluGp3qsbm5RrBlQFSjPkheQZApECIROTavEJZfkQo+ZeQS+Bc9SWI9hIVH9DGE1ysQIo/FMTiAtJWkZ9FOEyUiGbXQRY3SfIovpbm5i+6exW193p/eiRY3Wmu3tLpHRrG7VQBsiIci1JteG9d6Ifpyw0e1TDT32NSKU1Uijkdb1e2o06kxMTCClIktTVpYuoqVPeWKWLE2QnsSYwkVNTOEWS+OUkrUarV20IS9c/yE1TqXoQjt31SJ3mhbj0pY3BIaxQtcpdU1cYJOcyKQom+CTUYicQhVkskDLAi0KJ1Q1LkEri/EcYsGSY62LQlljIR9bWox97CUGz/NReGMTPo3JEkyh0WmKMBZh9DiqZDBO4+x6BWFdJMW6SMzO0vZrzx/nydeQkr4W3HQNSrfbBaDVagHwxBNPkOc5H/zgB3dfc+edd3Lw4EEee+yxayQoDq7MeGc6BtCkacz5i4s89dRxPvupr1BptCjXJhguniDrtykU5MbS6WtUtUl5/xHqUUSzUaP1/vfTjAR/9a9+jJnZadrDNbrdLn/6uS9y9PYjPPDO+5iuzVLxq+NKB4i8ne7EBXGR0ssGhEGJwA+JKL+M1b2r4bkWSFyjXQtUdjmtyyiCwLsJiRslPVrVWaSIeEsl7F8HtDXEuav7Bxc5aXLpbEpc6U2qcCQlw7XW2SEsfuCxf98kB2YnuOfewzSmWjSmpki7PXScYKseeZ4z2GwjPIn2XT8SJT2yYeTsya9Rl1wuRexfmOXonbdw78N309+eIU9jqhOTBFFEuVoijHzuePhdHE5THowTOnmEad5Ca2GaJIv59B/9F0ajq1UxCVq1/TSaU/zQj/0oEyWPyd55Zg/fxr57HqI6PXfZSwXUGiSDEcef+A6V+RlmHrhr7B4aoo1wpZ3+9TnK1v7s36B0/5/hr/zev+Z9J57m+ceWOD/KaceweqHDF778HI33f427Z1vAu4BZwBmMJZsJYr2HOrvGgtA0heG/bcE9vmLTaMLhgHNf+CP0zAss3Bojag9C8/uv63ivGz7jnk7jeuEd4mQVBCFUalCZw2pJklhsEbAwM0GzVKJVrhKFEaEfMn94guWNNr/7//si25sX0BeOATUQB6C2APUFaLQg3IkfSvCCcRWuGYtaDToBk2n0oA1FjDDbkPQR6xeQdkiPgUsVsGubArJwkZT+JhQbL3uqtXKJD73rHibCgAO1CrrQrKyP6I9GTuA6GDJKRqwvnSOrlRnW/TEFNXhFjjE5G9ttNja3XDrHWoajAX7gceDQftZ7Q9RWB12kWO0mcWsFReGiCUVeYJWzms/zHGstSrkYY5plaGPItUaPMyH6RuktBpuwfgqGE1jl01tt093conv2GSfiHw0xtsCYgjzPMVpjC1f6a/WYfJhxVY/dCce4qAkW7C55cboTjevZ5LxzXJREF66iSRq9+/OSi40Yj4OuIlVhnLYYgRDjroo3scDhphIUYwx/7+/9Pd7//vdzzz33ALC6ukoQBDSbzSteOzs7y+rqVRq1AWmaXpEC6PWuXi2hrjidS4Y92hpGoyFrS6uozR5esEayfBo97IxfI5GijGwJxFRGtVZjptXk8HSFuVaVB+6/l6mpFqcuSIzWdLbbxKMYTyrKQZl61BjvyaAZ7e7bWEOmc5T18S6LotxICHa+xKvFR24OeZBCEvlVuMl9hW4qrB2L3tx3sjMX7BQKX967SwGBcAvJFKcfycevU1JSq5VpNmuudLrlHoMsJ9EaSiHCk3i+h6d9QhFilYfxfGzhYa+hN501bjUnBNRrVZoTdSammghbkCYRkzPT+KHTN0lPoYKASBsqRUFlco6wMcPs/GGybIhSLz8EeF5IFDWYP3oPzbIiXEypTM9Qbk7ih5dbwwoK5ZEYQ+fiEpO+ZN468TdCjReH9tX8614Vwb7b8OcOcfjk56nQYeq5dbaLnE4McTdn+UKH7h0XyEfPo4JDSOVKj62VGCuRhUEMYspAWcJRqfDKgtOxoNA58eoiI2PIJr6Lsg0I70f5EdK78eWTrwljszC8nfv4MvM0qRyJCOpYnZLlMVoHhEFEuVJmolmlXnHiUVNSTExX+Np8mTxv021fxOoy2HFFja+gJMArwEYuquKbcWzfuFWzySEfi51725APwG7CqAub58GOgL6bsISAIHLLbg/QmWsuY18+jRv4iv2zLeq+T0N5DEY7zegK4jgnHsYkSYxJEnQgybLMiUQ9j2GcMEoNnW6Xfq+HReCFAc2JFtVaHT8InZBUuM/QvlhhZp2zqpV2XE6s0eZSH5tC52hjx6kdgR53g74hKBJIeu4+wWO4scJwc5OkvU4+GqHjEWZsOepKpDUU47rocSTHmB3jz51ckd31ixS7AVKBHZd4u95DZlcsu8MvBBYx3o4VO5famAYa7Za9cmzILyRWuqKPGz+rXcJNJSg/9VM/xbPPPsvXvva169rOz/3cz/HP/tk/u4Z3KhrNFh/+0A8jZMiXv/ZdtpeW6Jw7jd2p+UagpE+9Og3CI1k6wx0PHeXH/vKPcv/+g+ybmKBer6OU5B0H72WuOU8U+SzMzLOvuUAgrhyo1WWda8p+RKgaCLnTU/nllsrfa1EID5jie++4X4odghcIiAQUxhGP+ji6n2vwFIS+Gxf0eLwOresDqDzJxHSd5lSdWq1Cc6LBxNQko/Ut0jjFK3sYY8aN1HwqviIMQzdxJDHxIBu7SL52JMmIsyefY3tjlanZBUqVGgCdrSH9Tp96a3KXoMSZYbWTsbSyzNnF83z6C1/nW197kotLy3hKk2bjcsuXDDOWze4aCYbljQFZLWQyLciyHFGkY9Gcg7aGpW6PlYsrLH3rOxx98AFuf9/3gfYQXkRhIM8KbHgDhjLpof7cJyg/+Fd43+Mfo5GcZXNNI5fBPAPr0Tc53j/OwYc71BceAP+DyEqT8vtuhRcSxHPPw6aFLbjFaNd8ehaSKpQnDZ5Z5/g3P4uqrOHVV5i778M0Dz14/cd9LTDSRUsiz61Ss+ySilsL9/fGIYyeZHvUwe9GXOhU8cotjrQWCEMnej0yWWe/mePj/8Nf5eSJ8/y7X/6PJN11GH4dek/DoAYrsyDrIA5DaQrufAiQEMeOhAy3YbgJaR+KC2AHQMdNlFpCuQb1GSiVEGHoJjYrHOPPcjBVyBVkV5dnS6WoTjZoVUMONEqY1KBTw/LFDdpbPY712xQY7j58EOUJ+v0hpbl5qgcP8x9/84/5068/SW9jnTzPyCt17nvonfyrf/2LPHv8HH/0ua+zsbaGifvuBhYKz3feMH4YojzlUoCeco6org0z2roFTFIU5MaQ6gJrnI3/DXNNVUBgIN2miFNOPfYl2uubbC8vo/Mcm2VoLBqLLVzaZlcTYsH5L9kxmbhMc7JDUHBl4743jnZI4ao7rUUq9wKhLskPdhdlUuIJCbvigJ1+VzvxFIlREqsU9ipVWTcKN42gfPzjH+eP/uiP+MpXvsL+/ft3n5+bmyPLMjqdzhVRlLW1Nebm5q6yJfjZn/1ZPvGJT+z+3uv1OHDgwGs6Dk8pmrU6++bnuP+eO1kq+az6OJM0KbBWEPgR+2YOE+uc9X6HmekaMzNNpqdaTDUmdrelgohaucrMzCSNeoNAhUhnLD1+ODX7TlJFCNcx0uHlJvPvxUn+UtzmexWucZlrJS9xxRG+EojxzV4OXHlwkhj3N1+gxn4JgQFf75TtSYIwwPfHcSwxLtMTrmQ7L3LyIh/7DThzI6sU1vMQuOoC10NK7xZ6vxqKvKC9vk6axNQmpwjLjhTHSUavn9AfZRjlEwQeuYHCWDJtSLOC0WhEv99jc2MZ3wfPK7tEoHDOlHmR4OJJHtq46OXKhfPoRomKSMBa1+fDvzx65nrCFBr63S6DXo90lGC0QXm+66p6g1acQgioT+MZyW3veAjh17k4PEelnDCbjIg2h2TnM9LZ46SFwJ9cQPoa4Q3By3alKVaDl7rvsmYhUlCueBS5ZaXbJd5aZFg8wzta93Bg4gj1coXAeyOveesqPNLUERQxjp4I66IeEqcZCUtgJFpCQsDWUDGRKAa5TxhJCCRhSRFIy/4D86SpZnZhgY5M6Q7PjBXMCRQF0B1z1R70JgEByQjiNow2YdSGdAB2HUjG6R8PWS4jyiVEpYwNS9ggwGrlCBQCPAORD6LncqRXgbGWUV6QGt8Z6gmJ8CxRySeIPIy0GGkpVZx9gwwEUbVKWGswSAtWNzvY4cCdT1ChFITceuggK2sd4jSjKDTCGmeXbwXaSpCun81ud8Dxx+7aYhjnlzJO7RRjIzuSGJvE2PxGNcbbScEUWJ0S99qMem3yeOTSOXnBron/2NXV7uhCxguLnXvLMq7Y2dnmzrpDiLFA3aVsdoYYMbbLv0RLxKW3SOXM/caM2O6QIbsTf7rsM7uJuOF3nLWWn/7pn+Z3f/d3+dKXvsQtt9xyxd8feughfN/nC1/4Ah/96EcBOH78OBcuXOB973vfVbcZhiFheC3N1FzvigoRj9z/ILf/iyM8+9wLHDt+inLDxwtcu/latcwj776PxQtLfOazX+SuB25jerJEGKrd7ThISqWII4f2E4gqiggnocxJSTBYStTGMtXdT4TvTRLy9oZGMzA9chsTAFGkKJcV1uRIAa1GCast7dURwlf4FdfTQhcFoXXpHmFcuXe1XCPwQ5IkIU1S8ixHjvtVbPUHxElMPBohBJSiCkpJrBJkRcwwHjHUMSMyquM2Da+GdDTi7HefIaxNcOShh5lYWABgc2vA4tIWRXOSWqtgYaGFtRAEkkatwsLsLKWSwpohF86fx/MEk3P3EHgBobB0uiusb54GWsAE0CMZ5fzJb36S+Vadxvvu5ejtd3HrnUeuEDkKISiXJ4nCLsloQH97i/ULi8hKRLla3a3muZEoNyb42D//VYbnTvCRf/N/Zbh5lvbqM7QuFHgbBd1zf0jS+hyz3/9FgskAWlsuEhBap4ZuQrIIwz7U94PnK+YPNLnQKfjsE12eePI5vvzVY/y14RwfoMIP3vMAs5ctVm46rIX2OiRLkNfB9yAKHTP2cMxKSvAbjrSEM4wieGbFMpKSUsNw1611qvUaUanAl4YDh6oEUZ0f/ciHeeG73+aLF4/jkpY9nNmkAHsC4hI89wI7UmlsD9hmt7aVAGQJyu9AletEs7N4gUcQBoxySVZIbFbCag90BMqDmQp0LQyuHk1P8oJnF9cYpA32T5aJpCUILaJqEBmMfEOsIWhVaNQr7JudxjZnMNP7qTYmCKMS2Uhhihy6XYJen1lr2fEXFkiE9AmUS93EqcZ5r2isEUhrsGZcVGMBYciBwhiGaeLSIFbB6jlYfN4x3Bv1PWvjCIrJifttRt02WZw4QmLHPY8Y8wG5Qyd2XMjHv4+reJQSu9xBuGDJrhustWC0deRDgPU8t73dFA+X3jhO1e2SF61cH7kxSXFaFYuwBfJGpbuughtOUH7qp36KX//1X+f3f//3qdVqu7qSRqNBqVSi0Wjwd//u3+UTn/gErVaLer3OT//0T/O+973vugSyO3CWbSl2LOpxAkdB6Ie06hPMz82RZAnCtwhPEJTL1Mplmo0mg9aI2bkZpidaTJYahMrjSqkk42Z/OXHeJ8kzymFE6PsUNnUxFFFlHHsb815XrHqpyPXqg7VhZzX/vR2Z+F6C3b0+QCmJChRojZIQlUOstoSlDOX7RNUqeZZT5BkqzRC5C3k6R84QJX1nDV5o0mTs1Bn45HFOEieMRjG+51Gd8DBiHCK2BoHBWCfysyJ8TVzWFJr+Vhc/qtNamKFUdaVKrgTSEAYeUeATKnfl+aGCehlfTPDQQ/eQpzGLi8cpipz9txwl9ANCZRkMWkxuTyDkJELUECLBmoLBcEQ9VMRpzijOGcWGMJAEu9IMgfQC/KhMbWoGr1Siu71JSU4Rja0FhHj5a/9aIIQkKFVgao75Rz5A0l2n0b4fP1nGS9eI5iBoCAgsxsaIJEaMUyT5uD9QP4BeBIHnokwrSynn1jRPP2c5f9EySgwvPP0sXhAwY1Pi/fPs2zeL75eA+g09n6ucIDQiRLWMjTyQntOdIJzTnlsXjScSQIZooJ9o1tqGY+e6gCVNMw7M+NTLilIYUqmUmNk3zebmAvV9R0h7m6T9TS6pqsazlVnHjX0pznE3x0XWfKjMQlDHm5hHhmWIamgpSI1ACx/jedjKBNgQstBN7CIE9fItrdMs5+ziMrJI2dg3QUVpyrIgLUYYmVKpeHhegBcqVOAjwxKF57sIYW7Q2bhqBWBcaquBqFxifm6KQa9NuyORvocVAlkYl53aiX+78AMYPQ4MCIyUYxHqOHpl9PhxA0vRjROyOg2Ja26ovLHjqxFgLpXz7lxududXqXbJiB3rk3ZnGjkmNeNpR7hNXRYt2YnAXDIP3WlI4NoaaIQVMBbfGj3Wtey2e3TEygpzw6KjV8MNnw3/3b/7dwD84A/+4BXPf/KTn+Rv/a2/BcAv/uIvIqXkox/96BVGbTcKKQMKUlz3F48SVXzl45eqHNy/n0o9oDPok5mCfUcOU44iyng06imHbj3MofkDHKrO4W7WnTbu7ls0VjNKh8TDmEFvxMHpg4T+FLkZoa3BehPsxJEd39yxsb88n/dSGDI0CR6vrVHcHm4MJONh11f4oY+wGk9CpVEBA8kgJYwq1CdmSNOUJMkIhtuIJAY0UkrCsIzvRRQa53UyGIAUhKWQZC2l3x/Qafcol0vM+SFaWoo8B2uQ0mJMRqFT8F6mJvpFKLKc7cV1GtMLHLj9CMF4hCkwaGFp1MpM1ss0xl1sCTymKg2YbWB/8i/w7u9/N7/7u59je7vL7XffSRQGhAHkaUY2SpFehFQhnvLR2nD6/CK632awfIx2N2ZzK2FiIiQIxpFCIZBBSFBvMHf7nUTlkJWLF5gKAoKpmfEAeXMmc39qjoX/7n/c/b1/6rMMzn6J+rwgrBSY/lMUxTZ+P4YkAw8S4RbzayXY8qEZgSgMa0/2eeosfOrTsOPD9dVPf45vfP5PqaZneec7b+dHf/SH8P1ZXEH6zSUo8sAETExhU+s0J+nYkCszEFuXLvGkE0mJMjmC7YFhOEpYXl5m8eIWB6cDHrl/jgNzVe48WqXWqHH4joMMdMb82e9j88RzpP0MF0XZSVvkwNUsy8sgajB1D6I+TTh/AKSHSS1FVpAnOXhl8EtQPwiqBsMxG4wtqJcf20ZxzOPPHafTnue2g7M0vZSGF5PmKYXImZwM0YVPEClU6GPDCrkIGGaGdFSQD3JH3AB3JxTEQLVZ5567b6Pd2WJpbQUvDBBCOD2JtuPv2aKwKONEphaDFRItPLfo3Gkbbs2439YNRGEgM44kafCCiKBUoki182y5imOtgZ38MlaC3Ulb4rJ/ygqUdBGQXUGwcd2wCjEOgOD8w4QZz247KaDLSpLBjD1XDKawTlOkgnGa0VUBvdwx3ijclBTPqyGKIn7lV36FX/mVX7kx+6SgYLgrFHItw0MkIRIFeBhhyBmxsr7K6XNnabSalKsV6qJCJEIsmkqlxtEjtzNVn9q1lN5J0bjMXooS0Ajm0MM1snQbbQQQUpJNrGWc3tnhvGr885WjJ4Br1FYMKfmClNFLleZ7uCHIC83SxhYX17ew9lIEJQhDoloVUyiEMMgwRBiIKhWiUplyrURQColyTbk9IkpyRDZeXdiCwuZkWpAkMXKgUFpjhUUWBplp8rwgzzVF4ZT0yhQMujHrG32eevJ5Clvi/e98hHKp/LLHboxm1N1m2G2j/TJ4EQGueRvWMjc/iRd46DRh1JPYWtPlmcew1rIw3aIUBvh/4YPEccrkVAulFErhXCbzAiE9hFRI4TrabvdupbO2xgt/GjM9O81EMyAKL0tjWgumQAKl+iRSul5U6WhIkYywUeS6Pd8EkvJi4hNO3o70QoKqQPoGWXmniwZkn4WagYmIYHGd+rk1Jta30f0Rscnpb1u+fRJOrb20alJrzde+/DQbq21+6IfeRbXa4ubWLuC2n6eIfAR5gu9HNBbmKDJNkmRUWmUiT1KKfLfiroZ4oaRWl0ReQc3L8IsOftFnY3WDfLBNPNgk0ynPnzrD0somfhAiVRlHtmIuERTJpWaKw/FzArwJ8Kag8LHDguxiG1SI9SoYEYFsQtiAqArBFIgIbO7yDEX6UhOhy5ClKUtnTqIH23yxEXHbXJWjs1V86YzYlC0otGZtu0spAyoDtrcHrKbLbG+vQtF3VUljdHp9vviNb1Gv1fngfXcx3Nxg0OsxTIakeU6aB4AmK5w2zJgCxt4fjHvwFNqMIyvj6pgdv/gbCemB8sd5pUvzxCXZ+osF7DvRFsYEROxKV4VlVyBrrTN/tDvREesKhY3BnZexKDJnT2+0CxAJuzvvyXEHbIQA5SF8hZQeXrk2TgFZEB6gUBe3cCUDNx5vi3yCoaBghLEuXBcSooSHpMxONEPbgpSY9a0NTp06xzvuu4dms0RVuGZ5MSPK5SpHDlXxCXkpoTBYEqT0qMlp+qJPnqcY7QhKJEKEvPLqFWOq9MpwF19W5AzSGKEUGcklodMebigKrbmwusHK5vY4lHkZQalWcU2ENTIIkRbCSpkwKlOqlDBWYKygVNom6MfI3FWC7fTwyLUkSRMYWkLfd+ZGhXbdsXNNXowJijUorRn1UzY2hzz79Ak0Ee96x7tekaBYYxh1Nhn2Omi/jPAiAi4NYTNzLUrVEsNOTNzT2PnGFeZoQghmJ5vMTja585b9L7OXF+0TN68snb9I++QJJmemaNSDlxADYTRKCKJaE53HxKMOaRxTpCOsCbhms5fXibB1hLB15MonzRIky24yuPMg4ckXCCpP06ga8s2C9pJmq6t56hlY6V8mtdh5u7F865svsLq8STzqY+1OB6Mdr+GbFCEqUmw6hLyPH9aZnCkRxwV0odWq0qiWaVZKhIFHEAqikmJmPqDsC+oBbFw4SXu5w/bGNv3NnK0tS5rHHD9/ntEox/ODMUGpAtuX7VjiUlg7RfXjxZrXgGAGCg+0Jm93wStBvQJRBOVJCKeg3ACviptehmAznInKK5xqlrF67iz97U1k6JPdcYC6f4CJEpQ8i7A51hSstVOiDFSzz3JnyOmNLp3OGpjhFdvr9Pt87dtP8n0P3s+ff+gBzpy/wOL6JsvrF+kPBwxHPtYIBGPhqSnQY5IirAUp0cI4g8Fx52M3ldzgcVkqF5WwO7aQl887LyYn46vOjIWwwi2gLWJHITteMNlLl6bYTeQ4oa2V49YFBZ52hnta52NpBAilkMp33eeVcgsVqfCjCM8PiZqtcSNIsKqElREqOnZjP5PL8LYgKJkp6OUj4lFCluXMNWYphYqUAQJJRJk0S9gYbqFCxfz+WQ4tLDA3PUfgBUgkl4Z6iXyZcmCDx06pcCmKmJycIDFdVjqnmawuEPovP7m8Mgxlv4RSLQJVwqJe9hj2cH2IRyM+/Qef5rlnn0Zrg4cbFgIvoBRWCEMXQfHCEgJJZbrsuoNGIb70QCjK1RLlQYRME9zIUCClj+8rlAAK7ZrwWUvWH1EMYnypCJSHkpK4n9De7mJ1QbmiOHP6FBpFlr1yL4ui0LzwzHHa7S777rub6VsPXcGhG7UKoe9z4fgFrIVbj85zzfatl0ECkR8wOztP40X+RQC+p3jo/iNsbHb50pc7pLGlGGQk3SHxVhcm6njqpaTmDYNoQvAXxyu+FizMQbXFTBTRrJxlIYrZ7qb083Ve2DZcPAvpELKx3ZIU8K5DFW4/FCFXzzCSI0aNFQqvROZXmVCHqKv5G3vMxmBOn4NAA33ScomlwTZaOPmJymtkoxLR7DShLLOwb5bpqZAH7w2YUDArIb1tnixpoNAYY1gZwPJ6mxNn2gz7mywtbTAcjSBUkPtgAi61j8xwe5I4h6CxP4p0aWrhe5TmF/BKdUqt/aAqWNVARVVkUCLNDUbneDM+0voEpsLwfJ2tV2l22+92OfbUMwzW1zh5+gJ3HllgZrLGcNhnlKScWm7jhRHTax0uXNzg+MlF1hcvvGQ72xtbfPq3/4CGtnzsh3+Ih+6/g+ZCAzv8I7K4z3eeHXFuRfOHXxWkubOx39FWCC8FITBCuIxANiYDSr2UvV4vanWYnUdsriKGMaIwiNw4zYdxDreMI71mRyNi9NivxexGUMyYnCAuRT7c2chd5a8MQrwooFav4wUhUans/JmqFbwwIKw38KMSUbVGWCkTlEpElRoqCPFLIUIplB+4TFcOcZwzGmY0jx2DUydv7OcyxtuCoJhxa+00z0mSBF3T4/4p+TjFYym0ZhQneL5Hq9Vkot6gWa3ulnZ6yMskk1cbSHfcWR1xUJ4iiiKyIibJE2rRJJ4Kx+2wr3z/jiGYkpf+dqlaw11GnvKQqux6CpG9zDHs4XqR5wVnT59laXHJpTbGToxCKDzlIzyQ0iJ9HymcIM+TCqF8pPKQ0nkoeJ53KWUxdkWSclz4p7UT31lDkebotEBJ6fLCCIqsYNRzhn5B5NHv9dje2sK8SgMyYwybG1sMhjET+2+jOuncmV20VxCFrjv2aDBEj3uOXC921nOeUlSrNaLopUJHqSSzM03UWHeTx4o0txRJTjaKwbjy6jeiGeVVIULwbscNdxWoDhGVHpXzJyiXVmmWBTUtOTrz/2fvz2NtzdLzPuy3hm/a45nvuWNNXT13k+wmm00JEgWKBBMrsWwxkZ0oMqIogf+QFEYUAolAIEGAADGKAgmBKEOWZf1hQ6EtOLYQyQpNUiZpUU2y2U323FVd061bdzr3DHv8pjXlj/Xtc/Y9darqVnXd7map3ouNe84+e/jGtZ71vM/7vIJSwugY5h7MEggRoFzZ0NzYULjpAcus4Tgc0qZ9mnyLoFKCzNE6QUpFmkQwtvr3jiIEmC1BzUDOcW3FIgmQacgT6mWNkAVNo7G5I1EbFKlge5ixoyVXpUBu9BFigJRR6hDuQmUylBwQwpzWeGSSUoyHuGpMMBBCTQiiS8/o2OQx5AT6UV+iU2SSovKM/t42WX+D/tYOiB6BPllaoJOUuq7xzpFnCVpKcplwsCg4eovdbpuW44PDWEq/qJBJwsJ4ympOWde8fPcQlSScNJZXX7nLC994JZqdnYu6LHnpm8/x4G7sy3R5b4veVk7P9HG1QJqaInH8cprhrKfuRO+nZbeyYyk8Uf+zMqB7twFKlsFwhJgeg1AI34lPVyZsXeM+wgpwrBdtnM0lQnTVO6rrs9NV+Hgv8d5jjSNLc7LRmP54RNHrUwzH6Cwn39ok6RX0d6JlQW+0QT4ckvX79EYbJFmOKtLTdLG30XtvPlkwO1mQD0av3693Kd4TAKVQfXazqxR6RjVaQiIxWAr6HUBRUUkUBE/uP8H4yRFFvrKdX9ForksVGRQ5mvNsiEBTnA433kfQ8+DgiNl0ibUJo+EWV8bXSNTDDqv3ju/zYHbIE/vXGfaGqIdWtREURd5mtT3vx+MKKQWD8YC9/Ut8//f/IIcH93j1lRdZGoetLMPNgrTQpMMClSTowRDfOuyyji6SDryP/jmntKqJzblcE/BYhIg1WdZaFicL6nlNkRSkKqMtDfNpyf2DCen2Blcu7dHbv8Te5R2UfnO2I4TAomzwUvPJz/wAG6PBGZN7+hoo5yXOuXdVXS+lJM/6JPricn8JbG4M+OP/yz/IS8/f5Nf/f3Oq1vPgcMpT1pFp+TgkKI8YChhzmqpgF/govPD/gd/+JtzzFD7wh64E9i8JTnzgG8fwxQGEErSBG5sN+8UJv/P1X2f5vOfLi2Nc0cNvbDK/n1KeZHzy45/lyuUb/Ohnf5zN/hZjxu8coAgJV56B3jPE/H5MRZANEDubVMHTlIFXj3MOloKXX7tFP1f85m8N2Bn1ubG7ye5OyvZmyvY4Vim/cgtOZgOufehH2XxizrWPHzLsSYaF5O6tV5keTzh6MMfagMp61E3D0dER1itsUBhygkzZv7TJ5uaQT/3w95GkBbVNECKgpOfG/oi97T7jnqeXwJM9yKQgQfDf/Tdb/OVffLTdX8zmVMuSX5vOSPKMoGOKsz6exXJarTGtieZ1F13nzsDiAdRzAMY6Z6A0Mh0Sipw/+gef54lrht99/gleupXy5eeyCHRsQ8hEvGRc0wGULJ4PbcC8A+vnN4u0D4Md2FhAG1Mt3ra0TYUXElSCVDKafSoVRfl5gdKKLMuRSYbub5D0C5JRj3QwQGc5/fEIqTR1BYt5ya2br3H92Q/w0c/8IHk/I8sThFLRt0krhJBIrR/6nviz7sDP2XUsFOgcVKFRdd6BoccT7wmAIpEkIu26BgcUGhEignTeU5sK4yxaJfTyHuPBiLN8H5xV6/guE7eeLO1oP1asR3yPkopUFygZHQmtd5gul3e+MaDDY4KNTak43zVtVR3kccGhxXvilHzPRWwC5mldIC9yNjY3GOUK7y0vvfIirfW0jUFQoJUmTTN0npEOh5i6wTYW38ZVjXUea1cleeCMw7YO13aK9+CwwWOspakMprHIPCE4aGpDXRvqxrA9GDC4fIlkc4PBaID1sVGZvuCG987ijAEkSqeMx0N6Rd5JuB8OIWXsXPouhhDR1+UiELX6fq0VO9sjjscDVBLdRE0bO6RK+d0E3oKHh7qUQB/XCNzS4I4c+MB4V7AHPJXDNIeX8uhfJgNkyiFpuXf0gKm03FkcEno5wi+4/arj8HZAZQMmywVb40tc2rzEh/Y/QJ4U5En/7ae3hIBiBP3NtQqSgOyNUIMdgrXgPTUDrNXM5iXThcdYw9HYMG8MO2Vga2bZHgcSDffvwbJyLFxOqwSyL0nHOcU4p2gK2mRKxgJpPDJN8E1LJnZQXiC9xLce6wIkPYIq8EFjvaBtLVoHlAoIadCqZdRPGOWKyxuaXAkSCZujRx/bvHN45zDTGSw0Io1MeFhWj8hihK6xXWQlbVtjzJJCT0jECWk2Z2/oeXpPUC8TXswL2tJgnD8T8xrTFbPICFC8OCvverdCqiiSzXuI3gCR95C9AblQyCRF9weoJEUlEahIpUjyAqU1WZah0hzdH5MMCtJRn7TfAZTRMAKUGnrzkjbpsffM0+w8+RRZoUmydz7PrBwDhBCRXnyMK4/31GzYo0/Rta8NeKZuRllV3LlzQK+Xs7WzSZ6sGmKtRwAM0Q/zIg6j7V6Tnz4zyDfpZ336+SaLZk6QPZRKsR1FqNc+ZTQaInuSJNM4bARQ575lYRbM7IztdPtdORbvx8MRAtw7qXhw0rC/v8+VK3t85Nkn+eX/4Rf5nd/5LWaLkruHJ4y3BwxFwni0QTbo07tyieV0QVMZ6raiqgzzec18XuGdxzvH4nhJ2jiKxtE2TUwzdmnFyYM5pqzJRwNM21K5CceTJcvG8tmPfZRP/qEf5qDyyGzAYdXAomR//PpyzMXshFmRUvQ2yIqCjUSRKLHq1H4aQgq2tzdwziPfRWGqUpLxeECvl7/ha1YwIEkSsnEU6Lou/fVGidPvTsSS/0k+YtHfZv7gGF0anukHdlP4rIx+bg0wFdAoUNYwKw3feKGhzgLtTkArS6aWHN9vef4rhgd3/iey9Lf4z/9f/wVPPnGdv/pX/888ffnDfPzGH3j7mygEDPdgeA1mCaQatbNFvjmkvxsbywWpaKtA1XrqagbOcnjcki8U35zUtNWMtl4gpUXgkZ2jqFOg05TesM940mc87OOaHk44ylF0XTV1g8gDvWtxeea8xN49pD6ZcueFu9xjzkuvnCC0IAjFYNxnY2/M174Jg1zw/c9cZ39ryOTpXXqFpijg5vKtd/t1EVsyE5qO6X5buFuxGutfvfMNXrvzNb5v+79hO/8K0LJVbfAnfmCbJ0YbzMsdbr56k9deW0RU6jyUbed0FnUgWBuddR9DiK3LyHRE8sz3Mdqb8+T+LqOdXS4/8yzZaEw2Gq3tzsq7RHSak/P/cyZkDXFx9gnvkUp1qel3Z5ujtf67y9Sej/cEQGlsw8nyGK01SipynccVn0jItGfUG5LnKYUu0EJx1hIOzrxJEmIhlkasHZaY/In5SUU4BRZSSAIpRTpESIUnRQh9oV15qhJ6okCLpLPCPwuPw2GZlzMOZ4dkW1m0OP421eKtj71jMhkdsf9tj0Bgvlgyn8/Ji5wslYzGQ/IiTriNtSzqhtY4nAu41uFMbDnvnccYh7Ee6xxCSpTWCBNdGE1tMErjMkddxc6rNkQbe9MYrHXR0r4JNMZSLhucg6LXY2Nrk/mkwknNslxSpFmsijgfnfDNSY0TinV77vXTK4Vgc2eD4N9d1kJKQZYlsafHG4Q494sQAikVUrxxF6rHE+fvnfPHQQEZyY2nyJefYP7Cl/GHU4RtCBZMA3YKbgayiTpV76KOQyw9iYcigMKjg2FraLm875GhJJiGpqw4OU748te/wPHJhFnpubH7BNd3bry93RCx2SIkIDRB5zg0rYvXcwgB40I0IlVphIE20CLRIcGIDCMdztWE4CiKNNL6iUKkCT7tUfmMUGmwiuACSxs1UrY0SCnQeRq71iqNzxz0EnxT4dsl/mTZlZsKsApUj0bDTAtyM+X+oOXBYSDLErKe5hsvfhuT+zuaBAO3797nX/36b/PiS7/DnTtfxzw55dJQk6sNFlWfb7044/Y9TzUNmGoe1Z/eRealtR1A6fxPbA32zYXs7yQisIiMyeDyDbLNmt0bl+hvbDDY2yXp9Ul6fdYkkP/WxHsCoEzLCd+69xzD/pBe0eNS/zK5LhjIAYN8wM61dVbCENdGLRGkjIkDVv9UIns+GmLqpsf6UCcRQtJPtugnW2+6fYUsKGTORdDVYiiZce/BbV56+RX0hySJTmLJ2zuMEGDhYeFgL3kfoEBcRdy/d4/7D04YjYf0ein9UZ8sj5qKRdNwEDxl3dLWluWkxDlBvt1Qlw2LRUVbG4xx6DSn1x8gmjnee8p5TYHE9jIW8yUPHhzG1uzOYcsarCdpDbX13J0ssCHWR/T6Q7b3djlyR5QmcHB8CCHw9KWd122/ShJUmlALjUfh4LQCaT2kUjzzoSch8JaalrcTSkkG/Zw8f7QO1t4HkkSTJCmJkN8FBmVdTHg+MmDE6A/9GIMffIrZ8X+C+9ZLcOuQduq59yoclHA87xgh1S3kLfSXsenvro++NK13fPwpuHYJ7n2rYX4MYQhte8h/9d/9l/S3t9m68RT/0Y/9Gf43P/qn38b2i2hiESSEBEKCFym1DdTzZUwNCNk5b0lUlkYPjAqC0rgkI8lyculZLCc4b+hvb5EkKTrPoyWCFjSlYzqzSDQhCOYLh609HDnQCWJckKQ5WVZghkPITRQdL07wN5+P/iY4yllKWa5KZeH537kdEV0ShbWiNyTcv//tnNB3EJ7P/faX+Is/+//g7s0vM7n/Ij/5B3Z4Yn+fS/mHWC4cn/udb3ASJPfSnNIAJkDjIoNi2i61ZsF3qPUxhtQJ+5/4YaQU3PjADvIxajt+v8R7AqBkWcp4Y8QgHVAkPZRUb5LzXe+v43hYDb2K0NWFGzwORXqBIj9SjrET7UpXcvF3WtHisCRkqNNDfqZtUWj2NvdIQ8bueBfTWqT49iYXaz2t9fhO1f1+gBceLx0qVRS9nMs7l9je2CbLhtQYjlvDsmmp6pr2yJDUC9phymJeslguI7YFVKbRnardOc90Nkfj2RykVHVNVdcsa0trLIl1aKDxhtp7yq6FSqoFWZqSJwUCjXeWxXLJIC8u5M6SJCfLetG3wLSczBsGHkZ5cq4vDmgdQcSqBBHeOTgIPtBWFttAMR6R9N7Yrvx0G6QgSTRaKZSQpwzK47kKV3s4AW4B+0QR7Jt9m0KIDLiMSFK2/sCfxj99B/ncb9C8cp+De9/kpA4sgUuXYGsLrj21w8ZIsfPgCJE4+iFgBJQaNnpgNGzsw0kP0gQWbeDgsGHRnNA4wXwyeZu7FaCuIa1i5Y6WsCyhldAIKPL4RUaAE/iO7cM6vPO0ziJ9i/AGV87wPrYoUEmCHA5O9cK2NNjSIESsSnN+JcbNEDpBqhSVaHQmyXVC4iVNM8JphXAGTEOoS9A6giWlQGrCoAeo6CorFEGn8AYC68cZ1fKE+7e+wXJ2jPeCRF9Dy01efvmQyWzJremMEiiVhv4mxXCD1s1xtulal/sIBMN3eAxdpWz+LY/3CEDJ2NrepE+fXBRIktcJVc9ilchbgRPeIJ0SsLQYDH2Ga8DifKzSRW88BFsMDSUK3VUVnUpju2y44vLOPjd2rgGak5MpUrwz9LzKBzrnMK0nZI9vanin8Thzlm/6vcITlEclil6v4Oqly+xs7lEUG1TVCYu2Ydm0lHVNNVsg5ylloWhqw2y+IJMpiUxRWRJ9AYTAWsfxZIbCsdjIWVYlVVUxmRvK2rGhIFWAa6lcYBmgJwX9RJKlGVkar1fvHPPFgkFeXEhnp2lOlveRwWGN52hWgZCM8+Tc2RVonXb7y4Ui2rd1zEKgWRi8CxQbY9L8rYcMKQRJomJfERGTno93LRiAI+CLwKeAvbXn1/8/lfMSx4EryGSPnR/9NJQTuFbQ/u5XuPevn+eociwFFFfh0tOSJ57dY6eX4/Sc4Bp8cNQiykP6GvIidkU+3Ihz9L2TwDe/0SKnLdViyuJkcnrdP/LEU5eQlTDqQOFyGRcbWkTBJp2NvA2E0nXPaTyedumgXUJbQb0Eb1kelZCmsNU5xgYHVRtbAEgVH4N+BBtFHkuKdYJKNEkmSIQmoLHtGJ8XyEGP0LSE6QSaGqoliCSKPodbkOax3APAOEi/8wClXk6olxNAIqUmz54gTfZ44cV/yYPJMa9Wi9Nkf683pj8e45Y1rl4DKOoirvLdi/XxMPg147Xv0Tjd3rDysH188Z4AKBJBgu7Ep5rOJgt1ar52UcSW8tAS8DQ0SBJSBoAlYEiQ6LfsMLsCPG/8mhVzIhEE7JrGJW55cmoO9+2DiaUNTBtHqgRX+prsezC/45zjb//tv83nP/957n+HaF8pBE88eY2NS1vMphNGRQ8hBHuXL/HDf/gP8s2vfpFXX3qe1+49oJxMqE0TzajmJXhBMKBIUCQcTZfM6wbrHCZ4Xqsq5tZgqpq6balrw6HxlEQtUB6gt/BUITABRlubPPXEPtef+hDXrn+EZbLJ8WLJrTsH2ODf+JYPAWMNrfWcHJ6QiQBbrzcH1MkZMPl2z761jldfuYXSiqc+cgOdvDWzp7Wi18sRUqNUZFIeL0ARwCXgDxE7Ma/CAS92Pz/D64e7lDgOSEgH8Oy/y/7Wx/mTlwdMm8BRI9jeTRiNUnbGnyHTG4TlEbgTsF9n3t7hsHoee/8AdzzhQzJWABVj2BZw5xIYH3Uk91+9yb/53P/Ihz70cXa293jTuPwnoE1g/FTsZAiQasTWCJkmyDzD1QZf2SjktAFEGidTU0EiIU8QeY6QGb7uRw2F0pG+U2vHoZdB5tF5hkoSsmEPhGRZx+Z7tmkgGLxV+MWSUDfY2YJgLV54grOR6XFd0jHJIMujNsU0cHwM1W24/wuweOEdnt+3ExLSTcabm3zyk59gsag4fDDhxt4W+9tjntzfIlOgt0ZITARv3YS720u5vjPgZW856eXUt27hGwfu8ds/TO5PaWvD9qUBOtXf5aq3N4+mtkyOS/77f/nP+ef//J/xxd/9/GP7rvcEQLHGUS1qPBJDwFIT8J1vyZud6ACUxC49JYqcAgi0BBpi9b4mKga+/QvGdyXMb+V3slgsYrfbdxDGBWatZ7+nGWfvngbh3QzvPb/yK7/CL//yL3/nvlQINjbHpIMCrRS9JDIPw/GYpz/4Ae7efokAHM/mNEsRnSW1JDUGJTWpyhBBQ9BMy5qyNTjvcQEmxmKMRZX1aeJwDpRA0hlRhjZQrZ4b9Ll0/Rrbe5cZb1xiXyjS+ZzX7p+sbJneMEKIpaTL+ZJm8PqKmk5v966F957j4xPSLEGnCv0IuhYhBGmiEVIjVYKUj9OibfXJw+4Bq/RpvG8Pu9c8dcH71oY/ncPeJxjtbPEDT59EHxskWmdolQN/ENgBGnAPoNqlOP4G3F6ymFZUTNlV0ehrkkOwsDeCZQ1lqZgcHvGtF57j6tUn3hqgjD8Je9cfzhpLBYMCkWeoXoE/nEVwUndN8rI07rNtIwOiE0SWIlKFSFxsAHfK3HTVMEHEQ6ADstdD5ynZILI1la1xxhJsiw0C7yR+uiAsysjkOE/QMrIwtnNhFRKEjgDId9qNxQxmN+H2PwP/ekO1dz2ERKRDitEeTz77MaaTJUI/4JmnLvP0lR0yN8HUM0Q/R1R5NB/zHoFgmCfsD3OOmwGNVLR3YhHDuwP13zyqeU29rNncH5Pm6Vu/4bsY1jgWs4Yvf+lL/Lf/7J8+1u96TwCUX/wX/wN/+2/9P2N3RmTnNRJ4tMx3rJiJjn0SiWZlKnzme/LuXJzhVHfy5utJay0vvvjim77mjWKYSjKVkH4PMiff1QiBw/uH1K3hqf098jRqN8abG3zwEx/l61/+AgD3mthTJgTAeoRZdq6g8VoSCKyPzbbsWmfTirP+r6upMQBTIi92zNm0eeXpp/nDf/zf5fKTTyKA/cEGo6Tg7uUZvexNLOGFQKcJwnhOjqeMB2+tB/l2w3vP5GhCXmSPXEnhvKdsWgajjMF4iE4fTVj77sZrxD4yHySKYh9xqBM7kPw7KEKsx1v1q2fllpmC3IPiJ+hfepprm3uYa/8KM/OkXzjC3q25W0ZR7Qd34cVbnq9/rWGs7iHcN/jkJ36EJ594xF1YNaeTAbwhzKa4MsHNl4TWx7/1c0CierE03ZkMlSiSPMF3/3AOjI+CTyURwx6hbuBkHpW/1mI2x9hehikrkBIvVfz+VEZn5KaNmpfRAIokpj+siQDFJ12Vi4FyCbNpB1bo2oV/p8SeCqUzLj1xhX5/wLe+9Rz7l/b50T/yQ1GuI+GlVxZMT044cQmN7pP1N9E6YdAfsrt/na2dXT6xtce8bvnXLz3HrA2w2Yvi2cnj23IvJE7qTpX4vR1JlrK5s0H+CHq0bzfeEwDlwcEhv/NbX/hub8b3RGgp0N/D9OB3OkIIOBc9SYILyAC9LCVL4qTZ6/W4vH+Jnb1dNra3WcxmtCu3yEBcCQJv2oqVqEJqLnh+vRZLScUgz9ne2eXqU8/QH46iRX2Xk9kcjsgSTRDiDdM8SsUS47JqaNp32dXyogjgjMU9Qmrn3NuiqVSWvqt+LI8eq2q9PrzOFfpNQmQg9t5kWSLia9QuWi3Q2WUSvYvvbyI3l9iFo58ZBg4KA9JCOQ/MF4bpvMKYt2H0pVQswZMyPrwnOMcpo3ta5SEQ3etkkqO0JEk1xkbtUHxJB7akjM6fAoJpoTHRwbTICBJM6yKIybPIuEi6Trshfp8UgIs75joXntVmSHHGqMhOnJ+lkdH5ToSQIBVKRjfWk6MDNkYDsjxa9tfOMqtbJrWh8QIvE4rBkDwr2BxvMRyMybKczSQlzw1ay27/XCw1fowRBe2/P8ZtJSVZnr6rVYJvFO8JgPJ+vB9vFocnS6bzmmt7OxTnvDye2L/E5Z0tRFtx+ckn+f/+v/8JN198PLnyrc1NPvupH+IP/sgf4dM/9KOn1TYAmdZ8+qkbeAG1EFzktiCEIM1TRNlw7+iEre3H1wPj9DuBVCak8tFZEKU0vV6fvNcnK4oIqr7jseqm+ziHOA30UNlTqLSFHy7gIw+48Zu38bcMi1+G6iC+Mun16O3uorJHEIoKIjDZ3oQ8jT8HjzAGIWVMnYnYKd3MlgRrsdUSnaWML22jtERrwXyyoK5bZKKRKegi69gR8FXAmTrqR8o6fkfbEEIsMwujUQQXgyKCDR25aRkCrp4S6gomxxHAyxDBlFaQJ7GzcdGLYqg0hcnBY3UbPY28h1OKO899CREieJoe3eF4MWc8GtHv95gva4wVLFuPTDI+9MmPszne4vr+DTIlyZRka3OA9Y40y2Ku7vBmZJ8eY/jg8f5tgNfvYigNvX48tY873gco78d7PrSW5JkmSzRpos/9Leoqnrh+nemy5De2d7l7+y6mKd/1aqP+YMhHPvEJrt64QZY9TI8KIcgSjQtvXHkjBNEsLVE00xZjvwMMSterQ76N1VKWpezubqLSLDpZPsbNe5Ot4LE5W5k5LL5FE15jyTeY+Vss3QQ3bwlLDxKWnR51RWZu7WzyzLNPMhg8ApsjIhsisgSRJXHickQGpWMzgjOR2WjazkHOEILDNTXBKbyVsTXCyvRRCLyziCBi7yhnY+pFic5ozUTCqWPocB0TYkwnbAKCj5102zpWB5k6MiYS8ApCVw6t9VlVkKdjYL4D4WNi1Znm1OJ+OZ/x4O4d6uWSoj/A2diCojYWKWBZ1kixIJOHjPs9xr0eYb6gtS3Otl0K6517Uj3ypnsfuxN/lyoc306sPCK/E5jzfYDyfrynQwjB9kaPrY3emxKon/rEx/nohz7Ev/rvf4W7dyc8uPtiHKDetVDsX7vGn/w//u+5vPN6I7ZVSKAg1pecDyEEm+MBZd2yvHVCVX8nRIegeykqTx9ZirW5OeTTn/ow9x5MuXcwJbxDwfe3F+PH99HlTfjaX+PI3+Y5XuaLpeSbtaRcBKRxfKZL4/Q2oJjEt3zykx/iP/zf/i/YKzbf+vO1glST9HNEltBMJjENU9VgPMF4/HwZmY8sj0jIOVySMPMmAoQkjeDCRoASRMCbCvBdgz0iO+JC1KeYNj7G4wgsTJfCsS461aUa703XxvY4ak2aeccshKjMlhqGshPsEj+7rGHZfGdQavN6L/358RGLkyUUQ0TeZ7y1hU5TjudLvLMcHx8SHAQj+ORHPszHPvgsi1snLMtZLE/2FyVu3/3wzmGNeYeOue/deE8AlL29PT7zmc98tzfjscf169dPf3bO8fWvf507d+58F7fonYVzjsuXLz/SOUuShKI4Yxu2trb4zGc+c+FKY29vj69+9avcvHnzbW9T1MR6tsZ9Pv7RZ1lc28S7d3PlJHni+nVuvvgix/fucqt3gZ39Wrz22mtn2xYCzz//PIcPDnnt9mtM5yUpJfOTu/z2b//2u7iNrw9jLHcPX0Mnms9//tH6+zgfbS9m84rposIuBrzSfxhy3b9/nx/6oR/CrTVfU0oxHA5Pfx+NRvzQD/0Q/X7/se/n24rqDtzZZhoU9xnQtJLCClQD0gbKUCNMINuKtnGfkZCphOe/9HVu64JUPjzsHhwcPHQ9Pz06INMWXTwALbGDKjIaRceauADjFtoOjHT6FJSCfnFWShxbb599kYJY6bOWShia6IWySmEUJ53ZWkf/SBm1J1qdNd+TJ9A2nYvsSvrdNdTLGkgnoLoOwNbD1gyyT0Ub+S6EEGxsbJz+3uv1+PSnP415t7sFd05TJDkkKUWvj9SKqtwieIcMjuDjbl3d32M0zsjyEcNhwg98//dT19W7ujWbm5sP3UOvvvoqSikO701oG8PcPHikUv7vhQghPPK8u7u7+46+Q4TfD5zSuZjNZozHY/7KX/krZI+S030/3o/34/14P96P9+O7Hk3T8HM/93NMp1NGozfX0b1v9v9+vB/vx/vxfrwf78f3XLwnUjwrgdF7PaSUD9GDzj3eVtffCxE74spTb5BYNvx6tXv8uzjN4UZh4Okfo6ArdM42p12AYz8lVr91v4ZT2jo+v4pV6/LTp0VnQLbeC2f9dIgLWi2sfeWqxcL5tgwC8br2C/82nGuIaZ63OtePElqrh66b9fMQOqMyH0K0Fg++c+0+OyNnsWZuxvmr4nyTAdaui9hLJYoJY1nvG/nbhBAeGr8eHs8E4nVGdxd9zsPbLMTZtRpC6G6LN7p+3q7a8e1ch+c/+0wCrtTD9/XvF5HotxNCiIeq2i6au07HKBEdsM/e2/1V8PC4E9ZGi+7nMzf608Gme3411nA6fp1eX0J099y7P5eu39dvJ94TAOWFF17gN3/zN7/bm/HY42Mf+xif/vSngWjm9ku/9Es8ePDgu7xVjzeyLOMnf/InT/PVr776Kr/2a7/20GsEgq3RZbRIMQtD6xsWYQppgBySKwnJRsJW2KZHn8viMoM0Y38rjeLDsiYbDEmKHs4s8bZlcXQfISX9rT2sg7J1HNyfcngwI2gFiSR7Ikf1U/L+HhpN4lIy68isI01TdJIwHI/RWhOcQ0pFkhV4Y3GmZdkuqGzFhGOcsAz7PVKR0fdbGNdS2die3nvPr/7qr3L79u3zh+c9FUopfuInfoK9vei0enBwwC/90i+97cWHEIL/3Z/+9/jYxz7M7u4OvSxnoz+Mg32A+XTJbLLg5W++ysGdB3zjK88xnUw4Oj7A+JaGFkmUbGhyJJpjKpquiYZC0OtaV0gkCoVCUugeic7Y2N+iPxxw/YnrjHc2ufr0dYYbI4bjIf1enyRJoo4kBETw3Ll3l3/zO799Onl87nOfOzVq1EnKlavPnpakJ4kmzTISrVBKYZ3BOUdZLkFAUeRonZClKYvFkmW55P6d+5TLkugNs/I6hq6eGdBIpRFC4oOPk5xfe01nVBiC7d7fCWNZPy/ngcWqBci6WebqPQohEv7IH/ks169fBmAymfCLv/iLtO27KUz/3ovd3V1+4id+At15w3zxi1/k61//+kOvybTg2lbK9uaQJ5/YJ00kaSLp9xOyTDPeHJAXGeOtLbx3lMsFZVmzWJQsFi1VbTk8nFFVLScnC9rWUs0Ns9LyYNGenpW9jZRBP+XpD1xlMMjZ3h7w3MsH/Mq//ta7vt8/8iM/wrPPPvu23/eeACjz+ZyXX375u70Zjz2uXLly+rP3njt37jwkpnwvRlEUDw1ay+WSV1555aGVlhCSeleRypz6sKLxNbNwguwJ5FCSFIpEa1pvGTJiS29TeIm2GozDVS06tSSJh6YltBWyXCKUIrUm+mLVhnayZH4wwSWSkEjynR6J6iFyR0CjvUR4UF6gSUlESqF76ETHJoVKkxcDnDJYUWGdxToLQeDxOGHwQnHRCnVhLSfNt19R8DgqA9/Jmtc0Dcujo4ee01pTr1UmVVXFK6+88rZZFCEETbUgUZ6NQc6w32d/YxO8wBqLqAyND/hlSXMyY3bngJOjIw4P7tL6lpq6m7YFqeihSDkIcyosLaCQDEiITiQrgKLpJQPSJCc4j9lo2ByOyLMM31qkE2iRkCU5WZqCDYgQtadF+nDJ+YMHD07HszTNkXqTJInNKbMspSgK0jSJ17RpsM4yX0wRQtDr9UiShDzLmEymTGczXn31NRazOdASwcnqeHYCUhKUjoZ6LniC73rsQLSOF9ESNoTOORbH6wEKPHwldD2OTgFKWHuPRsiUz5SfPH1127bcvHnzofP/+zWKfp/ReHzhfTG0Dwvvj4+PH5q7BNBLJUVbkIYN3J7GO0VwCpXnJCEhE55C99jd3MQ7z1waEhpCW9GIisY1tMsjykXF5HBCU1mW05bDecPtk/oUlvrdnM1xzrXLOS7pI73HVCecHN3D+4APAWtdx/Kc+QWEEB6qHH+U+//jH//42zyKMd4TAOX9+Lc7hBToa0OUyrHHU3QQ7Of7bOxssXPtEtPRfcp0immW1NKzvz9kIx3QyxXoHKcLhPDYtmR6dIJtGzb39kmylF6/T9NYvPeMhwX11pgJSxplsa5BN5qtunOIHW+Rpzl5WpDmBTpJ0EkshhAiroZ7ww2cNVjTUCzG1FVNb7FD2S55bfZ1jD1CNLco0iHjXmQSpNb81N/6W8irVx8CGOLcY/35N4p32xlkNVWt4vzPb/T7c7/6q/wX//F/jLePwWMiBL74K59j/txNPvXJ72N7c4uTK08wny555flX+eZXn+PrX/4aJ80xpS1RtUc4wdhnSDIkY6RSaK1JdIKWip16EN2IfUAIQSLVaaqIACEInJF423L08kvck47f+8bnUCojSwf08hG9bETWy1FaE3wgSROu3rhMMc4ZXRldeOKc98ymM9I0Jy8ypIQ01TgnkUJgbAS5q7SBtRZjDIvFgpOjCdPJlLaZE23/18+GBFIQCiE0SsX0cXABLyXBRz8UqdRpesw7Rwir7u2BOH2s/OxXV2F3QGQSq3hiXrQDNiv2xUEwvDNo+70f/7Of+in+wl/7aw/1uYcID+cPHvDcL/3Shde9INoLDrVkNCrIcknTLLBG0EgBYUy1dLx26wHDUcHVa7skSpKlGt/rQUiYTi2mqagrS7V0lAuPNV2VVbcltnsYb7HOEDxY45mczHny6gY/83/6MWZly2JpeOXl20xOZpwcz3HWI5HUjWMyPVssVURu7nHE+wDl/XhvRKYh0fhUIAyIIEllwiDJqYOmbQW1NVgpETgkHkK0/U56Gd40p74nQiqK4YgkS5AEtBZkeUJeJBRFytTOcTQII/B1gksbvEgRPReHa63RaUqSpijpECLm25M0I81znFNILfA+IGVCazutwDTQNg1ldYLvhVOAAjC+dIn86adfB0jeDKBcBFS+/X7ZD8dqqoI3BySr167i3je+8S5uxcMRgMXJjCOpuJm/xGR4yPLBnOW85NZLd7j98isc371HS43AoNFdkma1xbE7lwkOF4BgqYLFBX9qSO7wUW90qnkCgSYEgTIOhyE0JS0VFXPmeobUPVSWIJUihECaJNTtnJ0rOwyvDF+vV1rtTwiEcGaE7r3HO4cT4lS3IU71A3HFa62laWqausK782AgrqGlVB1AkYiHLqKwLmIgrD9/CkiI3icPAZS114mu7FiENZCy+vP3lqX71s4OT66lH87fT+GC/89Dq7OmA/DR7/9+rj/9NJYI4FeKkxY41Jrn30SLkcjOP091+hMRkKpL5/lAaB113aK1YDFbUhQZWZrhvcJaiZIakHgn8C7gnOj89gLeheipt9qHEPDOM5stsNZgjWY0HrCzPUYoiRQw6GlskyBCP77fS8rK4EynawogvKM9vQ4hTROklCitqBrDsnrn8OWxA5Sf+7mf42d/9mf56Z/+af7u3/27ANR1zV/6S3+JX/iFX6BpGn7yJ3+Sv//3/z6XLl163JvzfrwHIwgIhcYXKe12DguDOG6hbei5Fj01BGdpRElIWpr5hCZ3NL4gH/TobYxopp4wryl6sd383o0nUTIwuXeTNJWk/SHGRiHfvclrVM0x+ckAoQyH5R2a/ojEB4bjbYRKyPoFKhGoIGJLkjwnyXLyQQ/vHc5mpEUPZx0ySUlmCfpFTTMveeHkq1zb/SBXtj4ArCsFzqaC9TXrubXr6XveahpYf41/xPe87tjzxqDk/PPrYOZxOz0sDyc8mJW8/JXn8M6jV5OC96RekaO5Kgb0RErjHS2OE0oaPHM8jXNUzlO2nhpPzdkxkgEyF1NASSdpFgS22aAgY1vmqJBxNUhKGo4oObQVRzbgakEQ8TO0EBwcPs/T9Qd59lMfvNCaUxCdkJNEkaQZAkHbGkIIWGfxPhqxCRHFvm1rTt1Sl4sZs+kxD69vBZAhlSJNU85sQem8UFbeKSYKie16S+UVQEkj+Fg1gXTnp2s4bRbYfb4SKaEDVtFP5XuHPfkDP/Zj/N//s/8sdjbmjBdaxYolXF3DjjM1z+peTFm7R7VGwSlAWXEXmje/7gVQZII8A4JDyECapQwGffr9PtN5Tdm0BB9ompZvff1lLl3e5WPf9xGWZYtUNWk6RYglwUmckbhW0NSB+ayhNZak+x4PEAJN2/LVLz9Hmig2N3tcu7HP5uaIpi6p6wolPf2e5vr1y2ilcK1nMS8Z3TnGu4B3sKiWNG2Ltw1aSy7tb1IUGeONIc/dPOb3nr/3js/NYwUon//85/kH/+Af8MlPfvKh5//iX/yL/It/8S/4p//0nzIej/nzf/7P8yf+xJ/gN37jNx7n5rxHIwP9UdBD6G2DSkBnse26s6DSzna6M17KiXfJ6kpdX/ysz3pwdlcGzjRv7oK/rWLFaRqioZQhDnregC3BTKGdgF3G7qABoCC2aC+67w7xdW4BzHikNX8AFgawJLtDyFuoFngRMHWDMy3etgRtgTgwJ1rjXENTBpzvnDQRpP0eSmukijsbQmzcF5xHCE+SBJJUoJ0klBYbGpZuCq2lQIKP5nJ5kcSmZaZBCoFKEzQ+Vi7IrjJDSKR0SAl4Q3sypZ3NsXODHz5MAcu1x3lg8mbA4lEBxzsBJ+e/4/V1T2fPv5001LsRo/GInUEf6cHULa5sUQgyUjSSFIXHUYWaJRaLxyEwwBxLg6fC0+CJV9bZ/q1Wy5aAOQUoILFUKHpBkQEZKSkwxGGJ7EuFxwVi5/UAPti3EAELhIhsh9ZRn+S9j5UWQqC1ik71zneVMIFAQApxVtm29lkQV7ayuw5XJ2ZV5RO8X0vj8ND7pdJdL6BYkeGEjOyO9GuotPs5uCiu1QohBVJJghcIKaNzvHO806tgMB7w5LM3CN7hjKVvJUVQbH/kI2TDERkRF62DivOx+psDPvXZzzIYDLqu5XGoO6+aWf2/Aiir62E1hK4UN2rttQmgwllK5SLm5aEQIERASUmvn9MfFAxGPbIsRWlBUSQoLTicHccUX5qgs4Q005R1TWvq6PaLo6P3aBuDaSzOeZRSjPoa42OX6zSRSBGoq3gVF0UfrRLapsU0La5tGfYzhr2Mvf0NlFKY2tArEoL3NI2jbRwutIRgyQcD0lQzHPZIEn3GnH0b8dgAymKx4E/9qT/FP/yH/5C/8Tf+xunz0+mUf/SP/hH/5J/8E37sx34MgH/8j/8xH/nIR/jN3/xNPvvZzz6uTXpvhhhC/r+C/tNw+dNQjKC/Ccsp1CXkG6BTSDPIBOwQvdTXe6mtZr6Uh++y9XTzqmN9y9ldurpjV1ETQcmM2NdjGWKPj3YO1S2YfRMmX4fFTVh6sBLYA9WHfL/7bg+L56B8CfgWMcP5FuvtEOCwQtqU/jN7+FmFnbU45akXC0yzxNmSkBkEKb1enyzJsMsj6uWcpvL0h316/YL+1gZZnoMAZz0+SJyPq1Ww5ImjyDUFKdWRwTYGP7XUSYY9meKahkRLEh0ItqZcLJBKkg8LEp+ilEQJSSDFK4dzFiEszpYsbt9lOT3AmhY/flgYulqBnZ9yLoJvbzYkfLtA5s3iPJNzHrisa18epwGTAC5f3ecDl/Y4kBn1rGReT0i9ZkyPgCfgOAoTllTMsDgEGWMqAg+wtASaNziSHtaaOZ69ZkaLBvohYYgiI5CjydH08ezgOcHR4BFkODwzpm+Y2lntjJQapRPSVGOdw7TmVDjc62VoLambM4AiECS6S+FIBX71+QohFUmmz8qvVwClK3f13nYVPCsAcXZGlc7QSYZOY9uDpjURLLGi+0NkX1ZlqkIgkwhQlJangMlUAhe6jszvIPYu7/Lv/Ac/iTMNzXLJjUXCns/5wT//F9j5wLNsi7O11AocnI/VHp4qKVYlt5wBlHXmBOJnrq5rzdm67TyoWb221/1/5DsOS1xMNp0PpSWbW2O2d8fsXNo8TemNiwLnAi89v0QqQT7s0xv1Kfqak5llsZxgbAXYjlELlGVNU1uM9fT6OaPRAOMavLeRAAuepjKkOmFnd49eL6OaV7TLCltW7O1s0B/0uHrtEkorlsua5bJhOCyYz2pms5qmLfHOcPnyDnmRURQZ1jnKZYW17q12903jsQGUP/fn/hx/7I/9MX78x3/8IYDyhS98AWMMP/7jP3763Ic//GFu3LjB5z73ufcBytsNISLVmqWx82miiMt4DSKPLSeTBEYCchFblGTEu2fFiqz+11wMUHz3nnUWpeHhxOu68EERW5T7WWROygewfBWmL0NzG/x94rAhwUvAgN3qPsCDrYEFFw8tF0QIuKMTgnMMntlGjkfoT6ZstjBoJdPDY2QN2SijGBT0x316KqOxc0IwBNPSWINbQu0lOilpqwWubbj/2h2MsZFWdy3BGURwZD6hNCW2tQRjENpgvKaeLyinE/CWRZ4TAqgkZXo4o1oa5suGwWjIeGuTk3t3mB894Pkvf4HDu7d58NorTMoZM19T7b2eQVkn29f/P1/I6c69ZjWwnh8bL2JfHmW9s45J3+i957fvopz942RRpJRoqUjSFJcYEJKA6Ag+i6GhwlDhyJDEuqscLVOup1eo84KyN8DrhCA1UkQRaVH0UEp3VTWx0BgREb4LEhEEWzYjNQY7uY8pp5STO5RhFrUoNLQ4Am23LY4W/xCgeyhCwNgWZTTGZEgpyfOcJE3QWpFlWWRQFktMa+OKuTU0dU1ZLiA0rM6YkFH/IkQHUDpQscIV/jQHdzEvtwJAkZ2RUejqA8H5jjkJZx/SsS1SdX405/fubSyskzTl3/+P/jS7+/u0i4okbZH2hGAM2rfIkCOCoqka6qohFGn8bs6YjdW3r0DH+nW5YjwED99PF7Evq+FtFev35PpurdZ7GhhIaAPUIvZmfLMQSpHmGVu7O/QGKW3b0utl9Ioe25ubJDqhWdYEYOfSDkmWcufeIcdHcXzxDqRUXZWjI8sESmn6OiPLE/oDSVUJmiZqUoSAy1c3GY0KBsOE4ShnY3ODNE3p5TmXL+8wGvfZv7yFD57WVMjK4XyLD1FzNxr1yDPF9s4YnWjKZYkxFtdVAH078VgAyi/8wi/wxS9+kc9//vOv+9u9e/dI0/ShPgwAly5d4t69i3NVTdPQrJVYzmazR9uQx80jw9u60R6KR132ijf5G0SAkiQRpORpTOUQYv2izCCN4lGGROZkSLxrc87uxHWgsvp9tTxYAZSEsySqC3EJefpecfba03SQhzADO4P6Lixvw/wW+HvgD+PghoRQxPfZBoIE7zqAUnI21b5FhICbTvEh0EORDnr0Lm8xnLT0HjQkJxrpBGmekvdzikGPQiSERYqxnqCgtZbWOHwd/Up8LTBNzb0792nqhrqsyFJBmgooJKnQeGuwbYuvG6T2WFHQLpdU8xmmqZBakeYD0ixnNpkjFxX28Ijdy3sU/Zzje7c4uPkSz3/xN3lw9zUO773G0hjmQF1enOI5D1BWf1sfNE9zzGun6DzZtf6388zHmx7qN3nN+qUqLnhu/X2P28JaComSijRJsEkSJ1TA4zFYKhpqLC2eEQkJmoSUTI5I8mtU422W23uYtIdLMrRQaJ2wubVNmuT0iiFCqC7doREoWu9x3pE0Jb5cUL/2EvXRHY7nDUvXUoYJJS0Ge3pla8BcmISIEULAmBalNcYYsiwjy9LohZJo0lR3oliPaV30vCgrpiczrCm7+wxAIJRGSI0Qq/V/OAMpHb4Ib5I0XJmpiQ6snWppnesAypq5nJKITty5Mqyj+9ZHutDWIklT/th/8L/mQx//BPODCYd3v8lXfvu/xBuL8iGmy0gxTUNbNZCnrxvGVrG6N1Zi0dXjopTpRZt4fk22uidPhadrzydE0toCWpwuyd4wBCC1IskyxlubZGnAmIok6TEa97l2dYdBv09Vu9g3bGcL7wwHB0fMZw11ZfEehJSRJRSBLJOkmSAtCtJMkOUC58DZgGljb61Ll8eMRjn9gWYwyBmORqRa02QJl/a22NgcsLs7pjUtB4cgpMP7ltCd78GggH7G5lasRJvNptgOoIRvs5P1uw5Qbt26xU//9E/zS7/0S+R5/q585t/8m3+Tv/7X//rbeo8uNB/8488Scs+de7dAOIQONLWlqT3bxTZF0kOFAk+gETNUIij6isW0YT6pKfI+aZox2vLoxCLUDCEkmoL5ief4wLGYWJqlg7JLNtZdi3FrI3hQkIwGJIMCpyBIic6jSE0lCZ6ACQG7XGKXJdR1nKS3R5BGLYRwoFqPurTx+h1VGjavQu8KqEGkV9sSbLd6Gl2FfgIjznQnq2X2ag5cgZXVY/W69WX56k5sgdLArTugcti4FEHPkNVoGz83lWD7IFvUzBB8ja8XcftcEl/jPYTbIE4ADyEBryEccSbse7SpzFCRWEVyf4G0nnKU07QTJpMDGl/Ty/tc3bvCeHuEn50wayy3X3oFa13M53cjtNR5HMitxrQty9kcrQSbGwVppklSzWIyxZUVvjYE6xBSgxAYBNNFhblzwNbONoPRiJ29y/T6Qwb9TR4cHvJv/s1voDNJ1k+Z3rnJ4ug+Lx3fY16X1DZOXDXrKYQYq0Hv/IptdYTWn0vWTvEbvWadzj6fknmruCjhthqg1wft8yvLN2Je3vUQgizP6I8G9G4kLE8WTG6eYHzDsT/BYbA0DHFsAH1sRx62hBTC3hb1zjXKy89QiYRWaBLvSbTm8tUb9AcDdi/vRVZGCEInBG0VkQtxDuksevlpju7c5oUv/x4vv/A/cv/le6ekJECO5MMMuUb/DY+H947pySHlMqetG3q9gsFwwHA4gF6BaVusc0wnC6qy4vh4gjUlpp11xmqwknAqkSKliqwPK2wSPS5ChzEIK/DC2v/xbDrr8c6yXJQIIbsS1U70KgQIFRsLSolKEpRSpGmCEJG5ctZhW4v3FsK6quctIgTKyZLpwTH3br7A4b0XObh3QJoMKIotaiuZ2a78+y0oitVaDM7SPOvPrYP2VTZb8bDu5Hz6cj3j7YjZ8/Ha567WhoqYsH7DNKsQ9AcFvUGOlgEpJJAjZYrWCqUgSQJPP71Paz1107CcL7jz2gOapaNaOqazkmVZo5Sg30+5en0b66BpBE1TcvzghKKXs7MzJEtz8izlyad2GAwz9vb6EGJpc5JIenkvmsOlkuV8ibGWLCnoF4HRqMG2SxahJE0lSiUIGTqw7GiNpW5a7LdpI/CuA5QvfOELHBwc8KlPfer0Oeccv/7rv87f+3t/79QtcDKZPMSi3L9/n/39/Qs/82d/9mf5mZ/5mdPfZ7PZQ519LwqZSLY/vEXoe46yuwQJMvW4hcSWnmKQM0gGKD8gCI9WHp1Bb6Rwh4L6wNMf9SmKHlv7ljS3qLRBCU0qRhzcblnoGqWIvJ3oWAWvwYYoElUCEkky6pFvjXCJIkhJ0i8QSiGTBBt8rOqYyMg6SAdOwM4AkacorRDGIxcGUSSv31EhIR9CPgCRQqgjG2FL8BUoF8enFd+4ivMKsvUZcF2Xsh4+xDuwtTB5AOkAir14R2biLE3U6z5wkSLaBKEgiNCxIwKsXuOT5xFI+T5xdsiJt/HbmTLB4nDeIBctoqexXtK6ktBOUUCqU7YGW2wMxgjbYuqKsqwIzkVhoLfgHSq1SKVZBoU1FmtaEpVQFAlpnpKkCep4Co0DH9ebSmtUkqLzCG6cD0iVkKYFg9EGvcGQhARbt9x+6SZtqLGypT46oFlMuEtLdW4VfRHbcT6dc/5v67+f//tF6Z31955PC72TOJ/WeatteJyhE02WZSQiQ1qB1hJjPA01AUvAkhOxeUGIZec4UCDyDNnrwWCDEDQCSeosqdYMhxsMx2N29i6BlDFlIOLDJjFjGXynQfAgegPuT5boB1/GnDt7CZI9MjZOVwSvjxACbVPGai+hIXiUEiSJRnbeJ846rHEY42ibMw1JtPpXQI4QSUxLSYnWZ+yHF1H87V23BYIOqaxPwd1VEiKgscZ2v56imvj3VfdjqU7bckgVxborcsV399vF0tWLIwSoy5JyPmcxm7CYT1kultAvyIsMGzzGR+G5kvKhYqg3uxdW6y54fdpmlclef//q9/XreF1Au57eWS3NV9+hiNPDBSP4QxsnVPSfqeoW5zWJVlhPBJHBI0RgNO5hrOfe0RF13bKY17SVp1l66qqlbQxSCtI0evm0bSw/r6tAXdYMhgWDQc6gP6DIMzY3+/T7KaNRgWkdy3mL1ilZqlEy8kNtbTDWoYRCK02WpuikQsmA1lF4DdHcLXT/Ox/FulqJhyz730686wDlj/7RP8pXvvKVh577M3/mz/DhD3+Yv/yX/zLXr18nSRJ+5Vd+hZ/6qZ8C4LnnnuPVV1/lR37kRy78zEhrvr2uxdF1McGnBuMagjcoFdCJpD/QWN+yrBaEqkFpxejqEEvD0WRKbQwh8wwvZWxu9SjGJWku2N6+QpH22Siu8sX2Zb74+a/hZkQPJNkDLaFpoXWxKmSQwLDH9o1t9p+4Qp4OkDKhaloa03I0O8bWFdVyRrh/AgcnIDxoSaYEOkvoq4x2uWB68y52dPWCHZURnGRFFJiaJbR3wS8htKDN6++KdUGsIMJ7DfQ5AyjrqR9BXNY3wNLA5BgO/yX0rsP209GDZFOdKdIUUApo+wQsttiG3gQG+zAXHT0wIbIkTXz4WyCHoPfAyQhYWPAoaZ7QvdL7gKpcBCkTj/U11aZjLHLyOufG+Dp7G1tsFTVhmFGMNzg5eMC9l29S1gvquqTXGyFQ3H3uACkUl/b3GW/k7O4NSYoClWZMlw4fco6WLSoV7O/dYHvnMh949hMMRkMG4yGD4QZ50SMfjHHWcutrX+fo/l3mJ/c4NnOO3BTvLCE6ZrzlPq5LhVb7vJ5HXz23PiCO1k6n7Y726jXrBVfrA/VbDSMX5eVXNPr6evs8QFmn2s/n8R9HpHlKPshRjcc1CVv9jGVoEEt/6vzax5HhOtFswGNwtqZeTFnoYybyPo3OMDIlF4EsSVksW2RqaboU57qOXDaRSJChIxIyyJKc8WifLN0FNolH3Jxi+REJPfSbHPcANDhnWS4sVQknJ4EkGZGkfa5cvUqv12Nre4/R2DEYbOBcTD32Bj2KIo/ARogogMVH4rLzVnHO4Z1jMV/Q1A3z2QxrDT6sS0Qfvj6Da7vnVjxfVyWoNYhYHeQ6XwxpIrsUXMAag2tb8A7xNvI83jtuvfw1pFiSqgwpFG3tY2Y5kWyqHkXWQ6VDhC54VJi9IosN3RDePVbZ69W9tToS8tzzb7S+e9gX+OHmAm8W1gVeuD3l5v05X335iP3tER9/9gonRz2mJwW9XCGUYzTuI5WjXkxp65pUJ7ShoW3io2lb8l5K6lPqZYMzFt/WuNbiWsXWxiY3ntwjT6NBnzMx3aNVQjHK2N3pU5UNddVyePQAeSLQWhACVGXAWk+eJWxvj8iLjOl0Tl231HVLCFD0BwhV07iG3a2Eft5nc/jOoMa7DlCGw+HrbG37/T7b29unz//ZP/tn+Zmf+Rm2trYYjUb8hb/wF/iRH/mRd1cgezpaCpI0wflACCY2n1OKYH28EY0niAStNc5ZjImNw6RWyEQik2jf5AM4r3BBE0SKtxJbWWgEtAJ0d6murKCFj1etFgjVPWIHL2zTYJsau1hg6wo/X0Jbg7DdjCJRWpAoSaFTBIKwbMC8geGNlN09aSMoCU1kdJSKLM6qrHilIVn9vF69s9KlrHsvrT/a7qA2M6iPwRyD2zibbdK11+bEJWVPQZtCNoqPfAT1HPSSmO9aVz6sckPrMraLc+EXxWoQcMZCoxClxxuL0R6Za1KV008yejolTWJHlZBklLMIFFaumUA3cEcGLMlz0jwnzZLT8szVahIEQirStKDIewyGI8bjMaOtDYr+kCTN8UFgWsPJyRHT6QlVW1Hbisq9fUvvi47EBetcMuLpGHFWqDUzhkUbyw19COT9AqXV6xwyLmJi3oh9Wf/eN9q+i97z6Gf1nYdUEpUohPXRskMJjISUgERwluhYm2wEOALGWYw1MX2CwimJkwIXPK4Tk65S66tJyhPJT+B0BS+IegClUqRcnYmzPRen2/FWacz4Ld5H3xOsw1pF28aFWJplDAYjCILRaIS1sdJnMIiVaUpFUax1DcH705Lk0FWnOWvI0pxyWeKcp20b2vasqudsD9en5fPS0rUdXzWsA3xXaup91xAxrHMNjxqBpp5SlyeQDrGmOX0+RLQVS7b9SpT55sdz/dpb15C8ETO5rtNaF9CuH4kVgFnVEjy89RfBvIujMY7GOBaVQSOZ7iwZDgRVrbAugJDoLEF6TZ5pnEloejm28ZSqide9kgilI+viV00YfbzepEKK6M0UurS2UhqtJVqpWIGYCIyWqEQQvMf5gDcC76CuHcYGjIleO9a6qH+yDusavCemzX0U4CZa0i80Wr0z1dl3xUn27/ydv4OUkp/6qZ96yKjt3YxAoKoMaaG5cvUGi+WUw+MDlNBIobHGEFpLMAJUtJ+WISFYjRYJaQbBSZrSUVcOhOXoXkWWODYHQ+6/VMJBiKW0DZCVgADt4hIqobtaBdPFEn/3kLY8wLWO+eEDXFPhqwm0Pn7GjoTrCWiF0Iq8p+llCXvJgKmsuD9vYlrhgj09ZSL8DHzXFKw3hmIARR4BwzZdYT4PqyoFcWFXdI91vh/OZriamDc++iIcvgamjtxroqP14cqpaMXWZMS7Ny9g+oE4eJkpSAuJgemiA1yrtXcSAYszRGHfauq8SHVxcXjvmS1KsmBINNi8ZFkYst0hO+klRj0YyIYkieJGJXKkCCznU3rjMaOdXUzlcNaze/0pdJoy3t+jV0iSXOCMoW3mzKdTJidzWtMiVYp2AlpHO5/ishRph9AYvAvcvX2bk6NDfvfzv8mdB3e5357QhLdqiPb6KXz1zDqNfP5vK7bkBjHrtr32ut89mvD11+4zny0xxvLDn/kE480R7dpnnmc+VpfI+pRyfpB9O1PNeTD1OENlCapIMXWNx5L7mI4IBBwWi6DF0RK6fRZ4rTBaUstAS8CFADKu0lEyitF1BjI52yG5mogjcJEhAh0hunSPFB2dAuuNAU4BNQr/lkfjvHVYwLsGEOzsbHH12g0+8OwHyfMcrdPORbahV+TkWXQvlkriOs2ItRbnPa4DMm3bcvu125ycnHDz5VeZz+c8ODygqWsW8/M9fNbBCvEAyMicRNQWj7FQmoDoOuPGVXdw/iJ7lbeO4PH2iKZWHN8PVMsT8kKR5ZYsmSEWNbaqKeeHLJYb+GInbtMjhDr30JwNZW8E0Fk7CutMpCKS0Od37dG5ooejqhru3TlkvKFwjEh6PXrjDTavPoFWglynlIuao8Mld+8cEzyoXFM1hqo2NLWhXMYyYwIkqWYw7FNXNffvHSCFJ800n/zkM4zHBcNBhveeujLoRDPKdZfWC5wctVSl4fBBRd0aFlXDycmMk5MZUse2BvPZBOscPtjTrs1SSZKueuydxHcEoPzqr/7qQ7/nec7P//zP8/M///OP8VsFUqakacFuEcsNl2VJcFEQJnVMHAcv0MmqFbSMK3uAIFieNDRziy8X4AwBh84Dy60FkyMbk86tg8ZHBkUJyEMnkuW04qVdNCzDArNo8G3slRC8hVwhco0eSvLLPfJLBXVrooZBgvCeBIlGIXRCtJZ+3W6urVxW6wANaQ96Qyh0BCir2a3lTCuSnnucF8fCGeviibVy1SFU9yPYMBNoDsAOwQ/OGJT1pYWQ0TxO6Y4GVhHUpAXgwOSc3uahBWYQWgQt4fQgPlo475lWS7KgKQS0o4YgIOlr8iLB1wuMbzFpjpASG2LZcJr3CD7QVjVNZbEu0HqNJzCfnoDL6Gd9vHN46yJVbRvatgEss5MTRBD0iz6maTBtG10/peT+nTscnxxx6/B2TOmFQKoLBmlK07YYa05TDHFNLZEqI5EPC8wvYh3WnxPdKcyIg2SPFUkWh09RT/EndzDHM0xjGbQfZKt7rSVi7PX0jzv3+euD7Ho6By4GLRexLhexM48rojnYqnok5sVDCESLKghrW3nmPRgFr9GMLDKeUkqCkqeDrRSrv12wQ+d26vSpt6KW3vJgrK/B4wyvVEKS5vQHA4ajIcPRiCIvyLIc5zzGGtI0JU00eR4XYELEPfddNY41lrZtadsW5xxZnmOMZTFfkOYp1bLkJDumbSuaZoGxbXSCXecMhERI3bnXR6Eqq8mpO44hxCs7CBHHgPD2puwAtE1FXc0pq4a2WcR3exAOpPfI4Ai+xbtH74a8OuzrGe/V+u38AuD89qz/fTXkna+IO/9dKxD0ZrH63Li2y7h0eZe9/fjY2N5lsLGNTgcoAcWoh0wTQlLQeqjrFnEsEfOaujGnJb6xND2maRIlEUBTWXQiUDqmlowNNK2nrhumkwWDUUqvn0aBcxA0raVpLdZ5jPW0bax6bI1Hi4CQAWMioyJUt861nsZ66tZxo31nfijv2V48AkGqRwwHm+xf3+D+g7ssy4ZqsaQpK7JCoTJBSAU6SRFSQVBgEoKLes77d6fUZY1/ZUGoOxXZoA83cpi2YAdQlbBoIAugQ5RvezrGwUNrqR7MqQ4qmE6jcdl2AT0NlzZQfU2+mXHl+h77V3e5f/cBi+mS9tgTjCHTkAqNKAaQpBfuKTIBuUIREuhFs7btHU5nIYjgZEY86xlxid3r/l4Q79Lzy9sVQDFA6WF2E2bfQtSvQpkSpl+F5ZNgno2fkQDHxBmvMzVEqQhUIPq05Am4MSQZzCrwNTEL3EA4QUZiHXuWL3qkc2694/b0kHQqGN8H9hJkSCl2U4bDjPboLgsfkCqawjXNEt+2jHf2mB0/YHZ8RNWA9QKnM4QIzI/usLW1SZ48iQiW4A22qXDNkuVihjEBTgK93n0mDw4ZjTcZb2xFl84QODk65GQ55QuvfJnGOjQZW8U2T2xd5cHREdPFDEPdTZsaJVPydIO+3jx/ll9HTa8TYRBZkz6REDuDNxaYIxavoe98iXD3GFcarvzoZ3iSXVR3qg66y6MmSpQbztb767Y4bzSXrk85F+lUVvtw0c+PI5SKA7LpgIYPHoOj7jxH1jUFqzoD1aXttIqurVpLQqIJSUKiFEmSnDbVW61n1sxYX3eZrtrRSHFmUnY+pIg29W8erx/cs7xHf7DJzu4Oe5d22dzcoih6sVVDp/AQnZvsoFeQJJqsyFBKolONdx5nLE0bNQuD4ZDpZMrW1hZVVXJyfMx8tuDOnbscHx9zcPCA+eyIuprzkDmS0Mg0JXiH9xYpFVJFf5bYHdlF75TuQnU6RJsC/+gTVgiBxXRCnjvmi2OccTgXCFZAq1ABEuHwvsb5ivA2BLhwRhI/aqzO4jrguEi8vv76VfonfZPXwRkB3QBb2xt8+rPfxzMf3OPpZ3e58YEPsrO3032Spbe7SQ/JpigYbA4ZDRLSlw7Q96YcHS8wJlompKmk31OxYst5yrJlOWvpjQu01yxKj5CWNG05Pppx8+XbXH9qh8tXN9FaEwIsFjVVZbEejPNUdUtrHM6D8AKBoGlanHXkRQ/nPFXV8mDacPuk4qmPNTz1No7xKt6zACWGi0IqUZAmQwbDXXwraRaWtmoRNrA53ELplHJasZyVLO4egxMIJ2iXLb6xhJKoM0lSaBRMqljJkmjYj7Xfou9AeUJTEc+i78SeMQdL6ACMhnSvhx4XDJ/YJOlp0qEm6WtKM0cklrQH9WFJXQvuT2FxtCDUVSxdvjBEvOGbGVRLWEyh2or6mBV0X/GQNWepnvVld8ZZfepFCseOx85CiXBT2tldQusg/RUY/mG4/uzDidqVDN6Kc1L3rpOFX8YHC8CsUYAuNswSAZzpSu0edbUVCNRYBEsgt5peXTBMxmyOtui3gdSYaM/sHdWywbSCJCtQSY5MchIhkCGyMVIE0jTDGMPNl2+hhEcJh/eOopehJxprHbUz+KZCnEyoGsN8sSTLMpTSWOvxSAKSRCq28i0ube1x9epVsjxlPOvjQ00gIJNe9KmQGZuj4UVn+TTWB0QPuBDwYYkPLfN6hhGeokgRwhGo2diGD330Ek8/sQlOsDlOkDQIUjSC8ep0cQZWVsTb+Zqq8xh2PUW0+v/NaO6LCsTe7VjZwa+qCuJtEHvnxMtREN1LYgVYnHLjhB4ZlK67r4zpHdWxKErrU2+PdSC23tJmhTeCB+8CxseUykXXsQuu28a3B9qMWVIu4eD+AWlasLV5qTPeUkgpkFKgdYJMNMhun5SK1YM6QerYXVumCdq0bGxtk6QZOkmo65r+YMhysSDLC7a2t9na2ubowQHz2ZSTyQPatqa1DqTs+CkA2Wlu1JosJW6L6lCuE+uDxCPucQiUlWG5aDB1GyvvnEckAqkyVi0ptgcb7I62UfLRWVcefSve8D3rYPeiWI1g51OoF8X6CD85WfCVL75Alir2Lm1hrUaIFMjjOCp63Ss1xXDEzvV9Wq/p9fqcTCoIgmpexS7EIvqfBOdwwWGci4xhEMznC6yNabzlsgIhWSxaHjyYs7W9SZJEDaexjrJqqBsT/aOQyCSNLRBE/CzrAuWypjWe2aJl2XyPlRl/L4XosrtK5GTpiOFol3reIPycpqwIxnFlt4dWCQ9OFiyOZyzuRICCkxGUGBE9Tlwny28VTKtIVSYasTuAUYZULTiDux+gtqBsTEK7NXo2DQgN6aU+vZ0Rlz94GZ0pkkJQVzMW9RSZBLIeOF9hq5a79yaYWUuoqsi+XBgy9t0pj6GcwvIYqicjGFkBlJWso+42ZwXlVwBlJZCFh6+KVfmHDwgfKFgi3AQzvU2YH0PdwvYlmPzP42ckolvahzPNq197BAe0EObg5xBmXbff1YQsSbUg0+BqEyu43wZAgQZH5GMSOyBv+oySDbZGOxStR9QV86bBtIblrMXLlCTLUWmBTGqSRKFDwDULpIBeL2e5qLhz+4BUBRIVGGyOKQY5WieINlB7g2k8bRPQ8wWJ1gwHI/K8IB8MCEIhUCQ6Zbe/zf7WJa5eu0YvT1mMBghXx8Rcf5OApLGOzfHDAOV8Omd9CLYhRLLKL/Buzqy8RYNFZ6PoTYBjvAMfGV+mn6ZkKiVHI0MsfNRE4m8Vqy5IBSCFeAigrJ+J9d/fLNuxugNOmQq+UwAlrt596CZKEUFJ7IojyTqAojr+qhHgO4CyKpNFxUfsKCsjs6Ji/5vQYW/EwwBltcOhKw81znZVMQ+DlEDoAMrbW/EDmLbE2pr79+4iZcq1a0/GTso6QStJoiVKSiTRhySiQgkrgCJF7O/jLKnLcV6Q9/r0BgPatmU0HFEuSwaDIYvFgul0xt3Xtjg+OsE6yWIxw4Q5QZylJ2Na/cycDQErKbJS8VjEgyR5fY7sjSMAy2VLmmsw0clZhAgLlM6I44lgZ7DJ5fHO2z6W326cvx9Xz13081tBp3VeaXI850u/8y12d7d45oNPY1pJCCnxznRAr0vbCXrDIcUwQ8uMjeGIW7dOsNYzO5lgWht9bkIgCIvzLgqlkfggmM3n1I2O1V8mgFAsFpEh6Q82SLTGOk4BStNG6/wgJCpJYwflACEInA1UbUPVOI6mLW80Yz1qvGcBihCBLGtjxYYTKJlRDDcY9BfYXkljEmxluPnNO7jG0SwtpjFQQlb0yPsDqspiGk9wLo5GwyJOvKolGw/o72yypKUJNf7wJE7WcxF7zLQyCmArA7IFKSguZ6QbKVs3RqTjAnJPS1wZBFPiTY1vLa51tMs57aKlnYAv32QAE0DigRb8BAYD2H4CtnfjdTwhLoFXjMZqmbyqrTvmTBy7Ei6slyBPgEWA288RXnmV8tWvwNGL+MYRlAEzg7u/jfi9/5Tw7I/CpQ+T5yCEp15OkWVD4ZYIbkFyjJ3fwZY3cdVtQrtAhxIpFIlUOKGwJNigCCbDOpBaEh5xIANJQo9EpfSzPlcvX+OZZ5/lmRtPcWV3H5H1Mcslh899DWcdvY0dWusoW0sxGqJ6PVyIE9n2KEWpmD+/+9pdbr92QJorkm6yQulIZ0uFQ+AJWFoUGUoI0lST5ynDfsFA9vjBD3wfSZJwaWuHra1NNrYLhBiQ5QFn4gEvNq7gnGd+fESmH7411+nkdSbDA0cHJzx4cMLx/CWK+gg3PwHnoleGCAgZu9zWbcPW5pB+v2BnfEyRRT8EnWryXsrJccXd23MmIVAh+PAHP01/vM2Es1Xi6jtX08t5ov68NmX99/Xtf9wpHmMdjTE0VU1bNfg2evAocgISh6TpzpzAIoQk1xorY+8l4cEFCSGCy1WzzTMZaAQgwnf7KLrbK6ytqAU0wtNicQ9VqK2OT8BgsY/a0uFcBO955aWv8eDgNZrKsLOzx8c++VGSJCVJNb2iIM9zNrY2yHsFXkp0moCWXfPBjjHSGp1lJBA7JEN8Lk0p+gOkTkizHlpnbG3vMBwPWCzn3Dm4RdXULBbzWCnifNTpKNGVMYPrKoacdZFFCiECFNUhukfa0UDTNJRLQTOfU6Qpl7Z3SKXGtXPSJGegB+i3yZx8r0fjLAf1kn/1W1/m66/e5nO/9SWefOIS/96//+Nc2t+iGOkowqGOaXJXkipHv6f5+Mef4Ikn9nj66UucHM957hu3qMoavxRkPUVQXb8eHxfSwUHbGggSqTv1mpU8uDdlkpbUTfTBHY4GJE30Pk5R9NGcnMwoy7oDpwmLRU1tPGdNFt55vGcBCoCUFikjepRCkWYFeVZQZD10IWl9y/3DBzSLmlCH01W+LhKKfEDrakywkHfDcD8BEWv4k74m3+pRLwyUDWG5hNIg2kE84aumWa09nV3S0YB8p09vI0cPEoJ2WNNS1yXSNkhn8G2Layy2brC1OWvA96Y7ukIdNfR2YOcq9PqR0VhpQVb6knUlZEMEL3X39xVQWS8Zpvv7yT04eAFzcgdmhwQbR2fha1jcQtz5Tdj8COQfJNMgvaOtp6i6pHDHEA5Bzmn9FNpjQntMsEsUDiUSlIireUuO8yoObr7Bh0edymK5ZiJ75LpglG+wu3mJa1evsb25zag/wAQJQp/2iEh7Bb5uEa0l7RVoqXEuOjjuXhmhlaCuDJPjGYSAFKB1J/yTUdAqkKd9TQLRSGklrlRKkiYalSRczy6TZgmb22P6wx5FL8E0GQSDaaNYoT/ewBlHO5+jz6nez9PDgrMqgsVsycGt+zST18jKQ8rFEm9jekNJQZZCUzVUZc3WzpDhqKC8VNHvZ2xtZmS5ph963D2c88LLh1gCSIm88WHy8fZD/g/r4ORRgMZ66uJR3/NuhHGWpjWxM2vdEmyIqdtOVBVQGFoCgaRjUpJOs6FCQARBCPEmCMhO4Cmi4aDoUhqBUzeBQKzeCeLsZyVix2MXXKeLuCDFg+9UMe8sTo7vM5ueoOUm89mC/ct7ZEVOludYE/1QsiJDKInKc7wAaROUClG+1ol+V2kghIxtATpBa5LGCg2pEkKAPC+QiaQsF7SiZrFY4LzFu9jQbiU+ts6dljKv2KxwClDW6aa3jgBYY2gbSVW2aBLytI8UEu9qtCrI09jmw4fuY1cppnd8ZL/7YUPAWsOLr97lxVfvMjs+4qlrO/zgpz5AljqywT5KxME8uBZMjQyWRMGlvTEbGwNG44KD+xPu3pkglMJ4T+tjkiB2RYnna2XAF0LkN1fjy3RaduMZCCEpisjIVXWDkClCJZwcz2jbaHCpVPRUaa1/h7D74XjPApQQAvW0ohosqdQCKxypdAyLjHRrg2w7JdhAtSiZHs+Y3pkQmgAtKFIS3UOrFqUcNqujl0I/RaWapNjFicDxwSHm3jGcLCBEHcX2lW28h6OTeXRybZvITOSSwZOX6V/fxAwENY7m4AHCGnTdoI0lMZbF0ZJ60eDv2Age0i55a/wb8OIG/CuQbsOlLbixBR/ZItq3Ag84ExSsZrR1dWXUUMbXDru/9c/+pjzoNmBu/R7+uV8j3LsPVQUuoBNHv18S8hlBTfDtEWJ+yBNWkrVz7r703yKqBaPWI8opLA5YNLep3BQjarwwiBC9DNrmAY4elg0EA4ToIVBoVpPKm4Wg0CPyZMCN/Q9Q5DmjcZ8PfewDfN8PfoShWFBP77KczGiWJWnmITgKMUUXCTobRVdcnTOZTDHGMC1bbNty79bd2DH1iWtkaSBNYVG3NMsarEMHRZH1iXDFk6jo/hgaQ+tLTpxD5ykb+/sUvZxRLyXRMjIcSpPnBYPxNjLJyTevx0ZvjSPti3N7+PoSYEskwe69/BIv/OqvMwoLshBNALUS7O0O2dkf8wM/cIPnv3GHL/3uK7zyOy8yny/Z3hySZynDYQ+pJSoTzOctx4c116+OuLQ3IjTtqZ4aztiS8xUM5+Mi1uRUgnTBa971CIFX7j4AJMWDE+SsQpnYp8SiqUkoZULtGwwtAzx5gMI0JEnLUETpVCrBSImTSSxbVRlCi1hM16G11ZyL73Tq3YmSRElXSiALDvUGbec7+PNt7a5zhrt3v8bJ5Baz2ZQr1y7z4Y9+iLrXo+rlyFTQmBqDQyUJejFHdukq7yJ4WC5K2iY227PWxE60xtK2NcZYjDG44CCRDDfHFMMeSU/SNBXT2WWqsmIxXzKbzSnLiuVigTUGY22sfmva7kC5rqrv0ZN8IQSmJ0c4m5GplCzvMxht4k2Da0oSuYlWCctupFhlqy8qKfj9HC/eOuS1+xNe/L/8PT7ykaf4T//RX2NzlIC1mHlJOzliNm2oSovxHiEl+5c22N0b88RTH+DevWNefuU2zz/3Crdfu4cWEiUFvSLBOc/hQcXJ0YLXbh3zzLNXuPHkHq++/BpVVfPJ7/8Ao40BW7tjlssK52wsJvCQpIosSyjGfUzjOHxQ4moTzUq/zXjPAhRCwLUW2xi8sXjpoi7EOoJ1pIVGasV4cwQE6nmJFRZbOrz1uMYSXOwZIbSNbSa0RWmFThWuaWmXNWFRQ9lCJpGppj/IsQ7EdBlTEwHQCpnrOBnmCU2oca7Flgu0sejWoBtH2njUtEXNDaoM+Ba8FmdsxkXLgeDQ5pCQJLjeJRjksJGcpXJSTgX3p0LZFVuy8vpeDawrOXvCKZgR1iIrg1g8gNltaOooAu7eIhX4YMAsEfUUUR5TuISimZLNXkE0C7KQINoK/JKWBissvqO7O/xO8AZPS6AF6UEopFir/nmLUColSTKyPCfNMoQQ6ETSyzWiNti2pF7OaMoKKSMbIoVFeInzHt8agumYLwJtY2jqhsV8AdZQFClJEtDaI+oG7zxSKJSEVKXEfq0eJWOKKASPdQ7nLNornAavA066mFJwBhc8CEFa9FBZD6ETvA0Y1FvmtFeLnwYoFwsW9+8jU4dRHus9OpGY1hCCJ881SRrLPmezivv3JyymFWmiGY4GKC3QmaCuHculY9yXDHLFoirp1SW10JiuRFwI8Tom53WXJA9rU87rVh53BGBW1hxNF2yWNWndUvhwShw6EQWx6/1THCu62xKswbUVTTmnlTH/LvKU4Bx1VZJoQVP38U5EWZiPqUClRMeuRbsfpQSutQRrO4+Qi0Hn29fjnD+qgaZZ4Jzj4P5tdCLY2dvGbowIYcigquK4VWcoa5GyORWvGhNN6cpFiWkMrTE452gag3cOYwzWRoASU1kBlWikEgyJIFdISJMUIVS02zcWiMfEd6meWCjQUdQ+xFT525CWeevw1oLKoxBYKYIF7wxeRXam7R6Z/E7xdN/ZKGtDWRsms1fxQTCfzMllirAl9XRBeTxnuTTUrevsaRRSONK8x3jzGjrrY4Lk+GjGbDLH25gN0CrFWcNy3jCdlBwfztm/XGNax2JeUZUVOokp6ySVJG0Hbm3AujiWqlPAyxkD9y7EexaghBAwiwq3rFHWYENDYyYc3HyNBy/f4YnrNxiPR3z0kx+gsQ0v7GecvDrjtc/dZ3lwTHl3Qhh4QhFINgIylSDnhNDiGnDHS/y9SUw6K2A0QA167F/apC5b7ty8F7UrgN4YoK8OUaJFLI9wzTHB1vTnU3LjGdWetIRsCcVxoFkGzARKB8vCntmbXHDOtavYP/gNzM5HeXD9E/jeKDImFfH/lXvQNmd+TwXRZnTIwyXGe0QgU3CW/nlwBM/fh7tfh5Ovg6tOv9uEhInbgGkDyxcQ7rdQkxLRH6PMEnHvSwhXo4pNVFDoVFLnIJ2krQRtOMtexQuxAQ5RqULnKaap8VpGWv1NQgjIhilJplnYGdOlZX54QpHUfOCypqcNiTQc375FU1X0Bzlaa5SWzA/nvPDqbSaHCxbTmqc++jTDjQGzWUNT19TLOYnw9JI4pgonUEKS6IRhb4xJJVoUyBXP4x3BW1oV8InFjQaIXkqdLsllxbSekpmUos6QRiK9Ymtjg6w34rV7MyaTOS+8eoe9ywWjy9tn+8jDKZaEuHo/tjCdz5kf3CUdZ8hMI7IE5wIH94/wrmHUFywry+71Tb7xwl2OppabN+8igmV/d4N+L2V3p0DKhJ5KmR1PaKuKf/3NrzJeLlj29kl7fa5e26UQggFnIOSiy3I9i7hO867XbzxutcDB0QJnFXmaIlWKIRqzVdT4EEiDJEchyLBUgKdyJa5SzA9e49bdY54zL9MWm7hsQNrrkxUFs3v3GY03mF6/gUDhXQTSUkiyJEXJ6DwjlCTpJcymR0wOJ9RVw/lVhkCQkaDf1jC8MjFaObyehbUVJycvsVwecOvmLT780Q/y9LNPofPY2sN4i1QS4xzWWOqyoaoqqrrCtCZWrikdK3G68tJVNZSzLjYuVYJERZftXtLH2pQgBHneZzAYg5d4C4vpAh9aRFAgBEHpWGm4ehjgEcXBQkCa5qRphvcC6xzGLWnrkmq6ZJZNmFhNWS4p6oa0yNDv0gT5vRgBqJZLvvLrv8bOZkqR1Rw/mHFw95jhRo+in5IPE5QW1K+VDDev88z3P8tTu47rH/4YSVZQ5Bn37tynrmoSpVnOLa+8eI+qjKxHuWg5PFjirCBNcm7cuMJwXHB4ckBVRSdfYwxV2SJFIEslddNQlYayMjTmnfmenI/3LECRCAZFj36Wg7VY01CWc8rZnOV0wVF2RFM1bCUboALDzT7NtIUMwtITao8cSXSmKAYKmXZGQx0lK+iSnZ2dvEgyUCll3dJUDaE0p86vyjjSsqW3mDNQksQuEbYlqy2F9WwayG30eGsktBpUCgsLdz3UAco32E8RPIlZgFkifQt1g59U0UTOdad33SpxNTuszxQrJmXVUHDtb6EtcZMHhGoBpulo2i6cIJQadAO6pGem9NwU1Sp8W1FXJd5UCANa5iSiT+MVTmY4IR/q7NpZSMV9kgalW2xrCa+zBXt9BMA4g3ANc2q8cLTC43CI4NFpSqJTnGsxTYnrabTMyQZb6KVGqCUET3ANSjgSLUiSHCUhz1IS4clST1M3VMuGpiuz8zYyHk1XJu3TBJFqZNoj9BQhU4Rhj5BqmsITlEfpQB0spatjRwIj6c+OKayjqjxVXTNfLhm1r5/Cz0/wwXrKpaNcVFSLBSYTOCUIXYrfh5bpxHPnNY3xktbJaP6bJHivcTawrAUoSd+maKmj9kVGEzBR9KHXJ2iP9yXN0W18EDgvkXmBzApCGj14jIul2U3dYo2hKctI8bcG4R1CwOa1a+RFzkA9/vXtsm5Rqmaex/SoCg4bXCdWVQRsJ5V1nQZERNGvt5TtlNKV1GaCZYY3Bd7muDrjKJtTz0b4+gCBIvjYkE8KSaqHKJUQpI6VP7mmKmdMju5SljPeSCTrHjlb/9bMQAiWtq3w7oTDw3tkuUJqyWw6Zry1hdLRgNBZR1M10ajNtFHM6gNIFRsKZilSREG4D4EgfCdyjXoQQSCRAe/dqRGbEF1bEB9ObdZFJwgRUhLCSj7Mo7Mnqz0XIKUg0bHlRGssbWOxjSck8futMZSLOd948Vv08pynP/CBqKv5fRDDIkcrybSsYrXTW0TTtHzzay9wZX/IU0+MePBgyssv3+PK9R02w5CkF1kmY6K5mpAJ3lpsU9FUFVVZds1QLbPJgpOTJZPSIINgOOyztbXJpf1LDAYpdI1Yy8pTLhvqKraEiVY2cU4MnQNtVbW0wWO/bXlsjPcsQFFK8cT+VYY7Y2bzmnJxwuGD1zi6c8Dx/WOO754gleSJ5RWGOwMuP3MJZ1w0NjPACeS9jGw3YftyH5UKFosK5yS+9ZFRGabg46yu8yFCaV65e4SfVoR7C1YNO7LjBYNywZUMtjYj+FAB+i0MPOzaaLI1yIAhuAzuKjhq4bemcN/Dt95oR4MnaZZQTUiW92M785MAxSakw8iUrNx/VsvaliheWJUY94ivKzjjmzvg4spD3O1vwvQklk+vX3e1gHsJZHPID7l25ZDL8hDVpjRVw+GkpC4nCHOPJN8h619HywylxjTiAYaz4fZMB+xRqiZJFrTBEVz2MCi68BgEZospmAo2BEmmGW5kyGFOnucMt7cp+jmvfOXztPUxdZWQFCPGNz5Jqe4yPmpxTYugZjRQjPuawdYubdPimwaFoacMN19+jVs3byNCnNLqekjjNAtTI3s56XCD/MoGxfUtxE4P0U/B1nhvqJoZdbDUOGxTY8qS+qTGzCzHbcMw32SUXWM+r7l/dMJg62GAso4rVXfaXGU5ur3g8M4xh3fvMUgFiQRbEaWXZsn8JHB07x4qydFpgbOejc0NZhOHC4ZJlVPLHGV20CKQCsfO/jY7lzbZfeYjDJ98Eha3cbNjJl/6KraFptH0rjxNsX8du7uNzQuOa6gqy707RyyOjnjw0ku0xyc0RyeIZkmqBH/k//BnuHz9Ks8OHn+Z8cG04mQZGOQJmz4gTYUPBkPbTfMBqGO6jTjBJSgqbzisbzHF0WLjvdIKXBlvnVfuCyAHcZmzVEsUSyt5FSmH0BsRpMJKgVAelVrc9BUiJXm2svQ45szpPVL37lUOdnUTr557/b0RQoOxDS+9MOPlF7/JpW9dZzgac/nadbIiJy9iOzvn3KnxnOrMFBsb7fjSLCfNM0Ybw65LMBGYG8tiPsc7R6JiKXOmFc5FkWXTGKq6xRqPdyE6diOQ6AheVoumt1FmHF9vUdqxsdknTTJm8xY/t9iFQ/QT0rRHW5bcv32L//o/+ftcuXyZ/+v/7a+Spt/7ShQBPHVph1Gv4Isv3qRs3lq7MZnM+a//q1/mYx+9zp/8D/8w33rxPv/Tr/4en/7MR3nqmasMN3qkSQRyxsZRYz454d4rX+Xlb36TF557EZC0jeGrX3mek3nDzbnn8uaID97Y5/s/9Qk++QMfISlKfKj4xte/yeJuTbmMdlxt6zv1QoJz0LaWk6MF82XL3Bvcu6Qye08DlCtXLpGNMl69+TLHs0MmR8fY1pClKXVlsC5gvcF5g9SBtFCMd3rU85Ym6u/xXtI0BmEEy4MGhCIpNGmWMNzaoG0k1kY74NA4wnRGWDzMNGwEuOxhfx5dPntDyBRsKTiS8CW66uVu7NECfrCFXQHVEG7bSF5sXHC2fIC5lTjj8dUJQfSivf1AxhTOmFMbe2UMvZMZmkCqwE01tq+pfI7d0rinOVVEShFbj9DLYbyB0QmvB/YG/FHX/wcGhWJrnFBVhrauCGYJ7ZLgDNaUiHaJ6jlUJhG5OMsFeAhri0jnPE1jCU52Rm2PMJDFuwSOp+isYGO8zXCgyTKFtxVtWUOIuhEpM6wJHN6+zf+fvT+PtSzLzjux395nn+nO903xIjIiIyPnzJrJKpbIIkVwcJMWaA1tS1ZTsGmgIdmSAUEiDEkkJAgiBErqPwxZgE2ZcjctudUNGRCllpoirRZJFWeyijVmZuUcc7z5zveMe/Af+9z3bkRGZEZWZRap7FrIm/Huveecu885++z97bW+9a3J4THZfEEQKjrDIYuiRo9muDDF1Jq6KFGRJO116fV6bAwXXi/AWI4qQ4mAQRcx6BJe3iHodxHtLkEdIqYSuayRztLvnvOZqjiyesJ8fozLwOUlk4MJZViTnt/A6RqFJbjnAV8N53erVxqUq4iEIVKAa8TJEA2vx+JcjStKTF3gqgJloRU6hgMoygCDREaQlxX9VsSg1+Hppy/w/PMXiPoJ2mr2D+csjsYsXrpFOVmQH0zo775Od3uHmUopkByPM6y1JGGACCR9FaIGMWrnUVQgieKInWGLfuT79/u+rtUa40qOXYl2jk3nZY0NXvdEoQlxa5qFAiUClAPZSOvdj9LrH+sS3Gjtx0TDNzNYm0LewUmFFQohLa4oceUhPh3uDKAYYI6h+9CrTXef170mTrd1zmfSLGZj6qrEWEcYRcRpcrpdEAifbRYnBIGiqHwKqZQhSRqTL4enGWl5XlKVNaOTE3RdE6mQKArpd7teOt9oFvMleVagqxqnDYZVWQCfNiKU8mUIGjG8hzW/uyROYpK4TaezSRBZgpYhjVKsLRmPrlGXKSoO0ELwxvXbbAwH7GwOGiXfP7wmpUFKzcO6lpyDqjY4oej0tjAu4Wikef3NY7LKsnWhTxB7qQZdFZSL65hyhJSasspZLhckSUqUBHzHd32E2sLHMoMtasysRCoDomY8OqEo5+jaB5etsTjnC6tmWUmWFRwfzpnOMk5mOXmlfYHI98g+uABFBVx+7CKEjsODX+docsLJ6AhVh6RJQllYtPUkRus0KEfUDtg432FysqTEiytp68gynyc+u5kTxIrexYg4bdPd6DObaZaZpS4srqjRexPvaVi7R1sOnrJwaQL9ArYEtFO40IPfdvBZ4cM4hfMdryvhj1VwSflaf9cqKOewcz+AgmCsFVQGuzzExUOIIhhK2MKjoxDEAsKyYri3R0s7ugaKOKWMUo4rRbarsBfBNQAlkJBKoNuGzXPYKLkPQCnBHZy+63VCdjZj9o8rsuXSK9tWXhrb1jFlNSPpRai2Qi6bRdS6NktjdW3RaALjB03xMADFap/SfVgSDQ1bj56j31MkqcLWC/KsAGsJghApE+rCcPv115hM5szGE9qDLv3hgPF4xsk0hzBCWEu5zEhVh053wMZmhjMlRdGoKU7GFFIQXOigzm0QP38RRYx0EWpsCZYGjktiIXj82UsoGfn7Ve8jJzXMBCwl4+UJs2DC7uARhIbYGcJ7Bqp7I3P+M0tESRwYktCTdI0xmOaxFtbXN3J2ghMBRoREKkLFAXZLUumAZSmprSPPcza6MTubAz7+8St89/c8zStBzH5Vcv3WlIMbR9z4/atkN26xeOkldrY6bAza3B7VzJY1R/v7JFHAJz76OBuXH+Xid3yajUefZOOpJ0iHO0TtDjtpTBp4h977DlBMjTWW/Sonw/EoIQG2KepmUDhirPdENdc1EooQh3KmSbR8kGm8gNDdZt0YXADlSlCohaPGkXNWQGCticAYS++hAMrDgBM4U6tZ/YJhPhsxn005OZkgA0XYyNDLU4VcSafTJYoistIDGWMgTVPm29uEoSIMFcss9wXsbu9RliVxFNNKUy5cOI91DmMNk/GMRUO4tboRqwwEQdgo2cpG9E55IPuwtkrdT9OEVrtHf3iBFjFtF9MeH2CKGUcHX6NsxyS9FBcqvvrKVZ64/Ag7m4MmvHR2rD9sJqmR4v4esfuZA7R1SBUz3DyPFR3uHGkKc4db+yd86BNP0ur2PJCpluTTl9GFIQgMVVUwm88Jw4Bur8v3/9B30e6kWFfzyks3+NX/35eQQY21BXt3bjOdjomi1HOurAUnCAJFXsw5Op5y+9aY8Thj1iwA3kv7wAIU5g7+UU5yIeCJjw4I9kv2viywUmFFTDwwpMIwGMT0+xHdlkJtJFy4MkRpgaZGdgNEHOCMwhYOtwSsQDg/xDqp0drrlbgczzlZm8UHAVwI4cMJfCiG3Ra0E9hI4SSG/0cE1xyMA8+1NQ5cwyX7fwZwRcOfLKATQKihDt8qieJURP3oc7BxBXflk7j+Dmx1oKe8tP54grSaQbBBVEsClWKtoaodgda0xZx83kek4MwZVnBL0AfA7dsw+j2EGhH0wBT+d1XH59ELOC0DenDwKtbMcXKTPKtxbq21JoP8DvmRpJ5K6jznPuKazbaVrwwgA6LIPkStkrtNCIkIQuLOkP75R8nGe5RzTdjqUdWCyXxGmLTZuvAYmb5DcfUWYRz5FeRiQVWWnNgcJQTSWV+KPO3QHQ6RQjOaLdF5zjw9YWpLApXTyufErx9hKompJK32Bu24xealp0njiGF/G2sNi/kUs8zJx1NiJHG7Qy+NvIy6sFTWrJWNP7P1RK7VvwGOWBjSMKCTJIRRhAwVTU04rAsxVlPYEOk0gV0QVIJAQIcIIxVpkmJFgJaGfiQwpeOlr71IXp1wbfFlJrWiqiRd5/i2H/gMgRUoK4gSgYrg+L/9BarXb/BHPvMpNodtnr3UIo4i4iinG+R0KemFgiQO6Qj5lrq875+tPCaOprjCaTdTOBIsMQ4fYW++swaNZUFF+XW5qFf3bH3fVcKx5ozY6k63nvNgftlb7V5wItY+556/16DsakIWFuc0um48ck0qmMCiq5IgDKlK3fBHDHmgyKdjhAyQUnmyK1BkS3StsUVBnS2p8xKExElBnuVURYmzjYCT9dfAirgBJ7JJcVbvCigEOEIhSFRKKAO0WbAsMoqlxBVzrKmwNiFKtvhjf+x7abf6DDd3kWHM9eMlpq6wWnNhu087jd/5B7/JJqRDSvfQyS9RFHLlyYts7QyZTjNmecXCgVkYMlvzxrU7GCp2dzcQWc7VazcJVECgQjZ3uzz1/GOcHIyZThcUeUZv0OHJZ54hTvvki4qNzSFSafqDPlEUEkYtqtIwmx1SFZoszxgdTzg8PGFaFGTYUy2hNFJo55hX37gSygcXoJQO9z8VBM9E7PxgizER4iWBNQHGhkRhSBRKut2QTiskTRSBcGzsdijyknmV4XSAswG6kFhtvRZ2IMB6B7wVBmsrbF1CHXitkmb8EHhPyOUIHov9q5tAkkAvgv0IflH5AcqsFj0OUKAd/HsJT9bwZ62nhxDDgYI7956nCjHnHoXtx+HCE9BrwUYCsomdzGfIqqTb6aEMEIQ4GVA7S2JzIuPJuiZzlI1utwFc7jB7Fo6PcNNXQMwQLRBNnwu7foCTa2PjeHybYjmmv3EJs6oKLaRn69sSbElV+7D+25rV3tsRpajAfp0ZawoVt0j6m5SLMc6BjFqI2JDPp7gwIekPCY5G3v1d1zhtMXWFLnOW1ZxIBXR7fS9vnrRIOx0CVzI3FpwljwwLY1CiQhQZ1WKCyh0uA3k5Jdlss7N1nna7TRRHVEXOQo8wZUmVZbRbXZI4QarYpwRKwNlTHat1WyfIngEVhxKGKBDEUYRSChn4XB9nwcoAZxWVU6iGRKysRjmLiFNcoEgVPsMickTKYmvNrZuC2XLK3ggKo5CPPEZ3c4PLH32e1mCL/u4ltKiobMFn/+OXsfsjnv3Mp7mwO+CJYY3LlhSHR6RKk1LTVYI0DE/1/94b+tw7mU9pXc8mWr+GCndXkThfT8ZisBSYh5DofnCnFGKdlb4CBxqBxtqKdYCy8qu8EwNl1cr7//76yns9t2rtJQSwUnU9Azo+tdqgjUEEClN50a5VMb/ldMLKfxclCSoMvXfEGoyuqBBk89yTa5XyafrWgq3xEvSACXDCA5xVeEdK+XCe0cZWVzOUIYGQaJNTFw47daS2IJQGRUKcbvDtn/gOOu0OAEezgusnS+o8x1QlG/02SezFxk5/ff1hc2uVr21TKiU4A1O+fII9q9os5XvikVlVVXjYIykVsLO7SbfXYTZfsigqCgd14Si1Zv9wTNISDDd7iKLg8PCYtJ3QHbTpDlpceHSH0fGUMq+oqhIpBbuXLgKS6fHJaYp4p9MhimKCICEPSnA+NX05z5jPF8xmc/JmTE8FhFLQjUIKY78FUN7ObMey/1cPibclb755k6OjMSIw1NWCYppx7oltNrfbXH5sk3YvIW351NNqw/Fk2uXKY1dwdYypJC9/5SaTwxmL1gQtKqaHx4hCImwAcURyLkAvDbYw2NIRZ7Cj4bkQPpPCM224lMJ/vQlfS8F1YaFg0ciVnKq8wukiy0q4FcL/xXmttrCASxIev/dEOy2CP/4D8NhF7NN9XBhA6OCLc3hjQXjwa0TlhNbgOxGizULFuECRxwnGLnFujlRzokCSiDYxgV9Vjo8ovvAS1Rd+jeoLv4Y7PIJlg6Ei6CWgS5jsnzWlCnNUVBPGW4Rxm87Fj1AuFiz3XsevYR+2w/ppJa+nyFJj7bvr6FVlGJ0s2ds/4dqNW4xf+RqLvWvUJAjV5rFnL6C14/prr3NyeACBY/eRIZcfu0iRb1GXJYuDEVIK+tsDelvnOHf5UY5uWhazGS/v7XPt8IBsXIIGszwkI+HILZFWEliJtprFZMyjj14giLrUdU1R5MxnM6q6IgjDRuLFoIREBQGDQZ/uMCbaeIzB8G7397rn5HRtbA2mysGWBKJGutr3SUAI73kKVEAqO4jKIW1FWuZEVYFazr0Uu5S4JERsdbBlgC4Vpl1DLPneP/aj9C48joxTglDRard87Y1QkRGQ2ZAnnnqOwCV89Hu/lwvnNjmnLNZayqqiMAWlLsilpAYGnPG1v5lmEeRIKnxhwDXd5bsePYGvQ7Sq5PxWE3hiV0yzbGi2XE2fvnrs7rmnUHEbl7RxUuPIaKcFaVpw7WtfZXpyeHrE9Uy2d7b1lq6TTO/Plzn9W3jlOCFWRSOais6u0awIBNYasE0mj7vfcRzOaZwVhEpgXUBtAu92Zel5ZDX+OjiBv4qr59aCCRsg4Cf74F0oyQJoKyk1HM1mhEVOGAuCXKAKSSFj0rjDZz7+Gc4//TRJclbLu9+KeDoMcLaNtZab+2PeuHnM7oVztJKIjdR7hXxul39dP7zKaHrMi1/+PEmY8Md/+EdJEk8s/uKXv8Dv/O5vs33xAoPNTb7jw9/GsNd/+BO5nwno9FoM+ym94ATnr+jbmgwkrV6L8XzKv/43/56vvLx3erUNUFaQZ4aTkyPSNKHTH1BUNZPZkiSNePKpRxh0+lSFwRrB6HjM9VdeImlt8env/18DFc6V3HrjdcbHx3zlS69yfDLlzuEx89mS48MxxlqGgw4qqilrR6eVolRAEgXMsorDrPjGrgsfZICiLPMrGVVfkL+kqXIv+WitxVhNqxMz2OjR73dI2iFOCmQgCeOIVhQT9mKoE3QhuBYfomSAkE3xr7L03pRSEiWCIBQIBzJwuNSXxhlksKV8iCeKYZHA6yl8JYUy9gBErxZY9xtnlHf9fjGESEM3gPh+AEUp5OUduLINVwDpNWBcUuHqJSLfQ2RHBOoxRNAnoIMlxogWmAXOzJDlBFVAUqSIQtKWUCzmlHuv4w5vYkcHXoyu5jSRQFr85LzWB4021NrXfUFZZNJF1jRelHe/yrCuRtsSd9dg+QBTnqvirME6yPKS2XzJaDJmPp1QTGeofhsVtegNN8iWOZPXbrCYTdFaE4UBnW5Cq6W8NyWrEULQ6nZI2i1UFIGQ1NoxyTKOF3N05UCDqwoMpil5FCCRzOYKIQx1XWKtVzE1xlJXNbqpBLpa2AaBJFQBSRIjog5Bf0iSlPjp8m676yo6i9Par1qF7zwCP8E4IBCOQEAiFc4onJBI7RClJm0FBEoSxU06dAyVMdhKeyG7SLFz8RLbjz99V2gJzrRYQNDp9OhvbDLY3qa/s32qkRIBYnaEmR8hZPCW6fObzQKomt+suFuHZZVJtjo/X9P1QaBhRVP2/JIzmTfFSttXCEWo+kRRk80jKqyIiFsZSaII1mosNT7OryOYdG8GzL1X8x5/zCpEuh4qXT2PzerfrSqu35fg2AxMjdialNJ7icUZOdgjFMvZtbBn+yH8d86ulNXv2+q3M585Asu8Jnag4sh7O6xBhCEqarO9scPu1rm79ouUJFI+zGat45o5ISsrCuOQ2pIVBiEENggQuoa65mD/DneObvLyy1+hlbQZf+cxSdFCa8v169d44cWvcLnO2CkzPv70h97FWTzYjPWe804aee9F7fmPtbFnBHnlK1ULIAoDikqTmZqjg2Pmcz9WODzLYLHUTKYl3ZMFna4lafextcaYml53QCuN2d6O0JUlLxYYrVnOpkTxkP7GJkJUCFGRz8a4xsNWFAVFUZIXJXlRECpFHIdo7VDS0mlFTRsh1JI4DNDGYh4ibfpB9oEFKKZ23PrqiN5Wh3PqWXJxk3JxB0JFsq149InzPP7YeTY3QqzQ3JqcYIUkTFMikRCRoBcSU3qVUVNWnmci8OJmxkFpMEkOYUXYiRDWq4UO5vC8hOdjeK4L/90G/GIPDtuQRWBScKdiFrzlWT4dIaV/MK0F04LiPstPqSB5BOSOz7xZhQAWZBSMqWd7uMktqpGgJSSPMsfRwjJELBaIPCceXsAONhlc+lOE2wOilmb/pdfY+8LPom/f9igkcKcaKbqGw2u8VWdJ+vMazZfIEuaLAJMv8BfufXTsS0l86TIiDCkmJ5RGs3+yx5s3UzZfijlncwabA/qPPE7SHTLcGlBeu8prn/8tlllFVjr2dzbpdzu0NwaIICWTLXCOyETYeUl98yaH+3uMxkdkRdVoiqzW2X5dXlCyGnbz+TEnRcy1N5+gzJacO38Z5wSVlmQFTOaGJPagpNvrkLRSeoMhUbtPPLhEXZ+QF28FKE238FOjtuh5ga4tOlAgfLqrwyKFIw0ssbD0hUUbQRVETJeWam65+H3fw+blC2w9/QSmqhlf32MxGzM6OWTj4x+j98xzMOxTc+b1WPE4LGclnpSwRNIgxd0gJgFUZ4NOq08o1Wmbv9kARSKwwDEVGscMn9LfBbpIUkBhTyXS53jPyv19dpYzHwusPH1nAkMaayTHewmh6tHpXsDImkLMOSxvURd30NUcgcL5ikeUPETI854zult/9n5wav1OnIEZdwr1PddBnsYSJdgmrLFyrZwGxbwqqBBBwwWzDbAWyCjAGbB1yJmHdF1ATnJW0rzwx9chRoCW4qH0PsCPf4fHjkVuWdQVj1wc8MlnPkZ2Z8xkecAjF69w+cJFWk1Y50EmBDz/+Hlqa5kKxXyR86Uvvk47Tji/ucH+1dfZv/4Gv/Wbv8CNG69xe3RCq9f2Nbkqx7XrJ+zfvsPerVss5sdko8uU3/HdeIXLr9+cg997YY9OK+SHv+cpwkDy5utH7I+XvHJ7clps/tKlHfrDLqGEsq75+V/4Ejvbbb7n05cZz2pajLy+prH8h9+6RhopntgZ8thj2/zIH79EWWYsZgeU7ZpWWtLvt0hTRb/fRilFXVVMj29RFQs67RatVsr2hU362wO+9PtfZDGThNIRhZKk3SZo+lDLD5X0Bl7BezpdkoaC5y8POZzk3D5+J3/Qg+0DC1CcdRQTTRwaRBpCpXBGkLQSonaLVichTkJa7QTtNGLqY6MqCpEuAOfT4IRwmFpja00YBrhAolJPKqzKGpdbrAAbaKTw3pJUQ7/jZVLSFuQpHKRQRGCVJ/qf+hNXY9z6EnP1XDd/u8B7SO0D5DfDCoISVA5CW2RlqcfH2Ol16uURLhtDOEQ4S2APcDZC2DYsc8hKdD3D5EPEm08jJ31kO4cbX8OO9qCYE4im1Nna6sfcZwQXEYgUrDQ4aozIcaI82+l9tChKEFHk4/nGYqqSPMuZTjPODULSdkqchigFZZ5RLL0SpSCg3WljrWMxXxKkHWQkqbTBasP4ZIJSimQ6YzmbYo0hCiPSOGUuMswaMXLd06OtwWnHaDQiDtucO38RGXj2u1frVIRhRJQkpO0WSdoiimP/WRhg7VtDPOsvi68+upzMqIqqSUxu4vrCg9VIOiIcYTOQCCFINrYIBtv0n/wIwyuX2LzyKKbSqGCL1mJGvHVM/9Fnae9cJo7Su7RPxf3aIsDXIbo7M0cAgQxABqfT9/vfC9ZtlStUN9jfn4lf21sKbPOt9/Z4/4dh2WT63A+gCCBiVSJydTZngEE21yHUFcoVRGWBFpqakrLIKcuFL47JSn3FsfZIvQu7947caxLEuhqeaLwfYs2Lsu5h8a8zB8s6Gbfht4hVD2/CRAJfZBCJsKrhray4MObuA68d03M7XEMCf/gzdwRYJ8EZhNOnddKkEMRJQqvd8VXG38aEEMSRQvm1JbWStJKIcjrj1deuc+Pm69y6/SaTN27DwQQlDTasuPbmm2SF4caNplQGEdkiY3xyQqn1aXjoGwHdRaURUhDHIVEgsdqA8cA5jRXdOCSOBKG0bAza1CbiYJrS76W0WgndTsKgmzDOazJtyPKaqjQcqIw4nXPj2jFKFQSiZqHnFAuNChyuHdOO41P+mzEVVbFgYSqqIiOuNbVx6LoC5yukh4EikIIoVMRNqFoIrxtmrWO5CLDW+Swx+Y0tRT64AMXAYq9GFjWqq6lnDlEpdh/b4ZEnHmEwbKEix8ZWD4tlbzrBBYqw28VUAlv6WgZBAMUyo8xzutspcRLRP9dnNJmwf3iMnVussugdTZDAMIZhAOelD/G0Uoi7oJoCfNaPcmcAZV3G3odoz2rm1EABLgTdAns/D0oN6XUfBko2gUmN2M8Jv/DbtL72K4z2XsSWOXLYB1dRL7+CqwpsXkBZ4SrNSZ5QkKKqF0k6iiQ9IDs+wdy67bUiIigagZ63M7UJaguE0OCataEr/cj3Ps5OQgj6cQupIpaLElMWYCqyScHBXsGHL+yw+9g2xjnqasK11/Y4vH0HKywb53a48Piz2Lpk/84hlUsIk5TFckk+X3B4/RbSaeLAsLHVZ7DZ5cJgCxV2mUyvUuvyge2yxvLqa68xGS957iPPEyeSVrtNu9Ol3enTG24w3OqysbVJ0vIkXKlir+lyj3tqPbjg8OTKyWzG9ZdfZnw4QZvI0z6lRGAIcLSl72qR8yGgloDe9/xRgsef5dkf+d+wvXuBbjOA1N/mvMKoc4RSomQzyXE2Va0P/6vMGJ+9IQnxkMCtfb/+9+ps3mlqfe9sCCRY9nBYIvoECLpASUVBwQiNa7wnEkdEQQHMuH93DRDskhITkhAhCBCEuKY6ckqOalRosDU2W1C6mrlZ4FiSkxMTECBY8vX4FFdQ7+3ScwNEoJBh7EO9zvlaQKvQjbh799Ww40Tj1V3dbGvONhT4Z1i4xjvnKyAHoRdfk6HC1hJTOGiYPmdT9mmAornKXnFY1+9CL0MI4jQhbce04pIoOKHKX8DpgCiQpGlMq9vzYnMPYRKvQTXsJVz85NP82r/4d/zf/48/yWvmmGtuxJ+Q5/iQ6rLz4Q3mseXzv/kFigKKmWLn/EUev/QMi9ktXs+uMipKdvAeuW+4TzsfxqqM5tr1Y4pS0wHObfc4f3GD5WzCYr7kQ8/t0B+0+dgnHmlE9AQXL2ygc8MLV4/IjucAaGu5cTJhtFgyPRzz9NN9PvmpLQ4PbjCf5Dz+1BMMNvpcemKbVDqEiH2ZjrLk5PCY5XzplYariuPDPcqioNtpYzWMR3M2+h3ObW/Q7sWEkWKR5eRZRZFZyrKmLEuc+cYG/g8uQHGOclazdDn1rCIzBWk4QMkI4yx7e/tMTwQqKAgj5WOwQjRZcRKpJCqKCFJHv9ejmlbMJhNELTCtGpsJqGMf8NMOphqZO7ptn1682YITBf9DDK8oqEQDTlahnXXGo1j7bF3ZfTUr2LXv7z3PWmOuHmOyEDsOYXyI27+BufUi9vgN3GSMqzW5uokVmqqYQ+0rTSppUImhyAoybRgfXyVdBvTSKXaR0XUOY3189IFlMySIGGQCQQKBdAhX4DA+pVm9/1kbAkFfpQQq5M4qiwAaoo/CaIk2QBDghGU5m1LlGa12j8HmJhcuX2A5HZPPF9RlTlWW5OMjyizDmQonLNZZjK2wpmwyFXhHXo3DsSwmTJchR0cHpEmbTielrnoU+SbdQY9Wp00YJ0gVNkW28KvRewbvdfxa4yfRcVZweHMfvVgQKIEQnhMhpSUQ1meqWIvUXoo/6HUZPP4knQ9/nF6v7wu8NcdXwVl3u5/HY7U2Xm2/6r5OgGueG7u2zaqr3oey+RYGxfthARJBgMaL1lWUREhSVJP4q5o2W5wvFehFY7k/OEmBGEGLgBDpdStwBM3xwRBgEFgcRaOhJKmdxpATYGmR4LDoh2NV3WNrV2395pweyN8RESgPUKQvfOkAK3zYT0jRZJ/444mVF6fxapwW9HPrB2+4I9aCa4pFSq8665q0Y4tEyMDHm51unot7PUwNebbhuVhnH3rRIgUMetDtQRpppHBkRUKVVeSLBRiIgsQ/Pw9hRmvuvHGLfL5kunfIC5//EjfyY4qwohvFPNHt8eG0zwthRG0rxmNDqUFYSdLrcf6xx1hkbRAVxjjm8xmLuiRWIZvd/ted1eNwFEVN4CxJ6pWQdK5ZZiV7R3PKrEBgmM2WhKFguNX2BSoRDHsp7uImhTa0k4DJZElRaRaVQxtLVtRoJwiTFjKqIYK8toSlxroARIgKIwLpPbyhCjw3LlQgYGNjA6VyJpMTVCBRgSCNQ3q9lCj25RRUEJyCROecr2L9kPWWHmQfXIBiHflJQT2rOSmm6G5I7/wuUijKsuD2629Q5TPms0v0Bz02Hr2EBIxzXjkxCklJkUKwu7ONWDoOXzikFjVtYnQFlG2QxjNGywwZGLYGsNuFRy7Bbyr4bxQUQZNKuA5C1hdCK4AS8lbu22rJvJK8vPc8i5rqi1dho0BtdnHTr2IPPkt17deoD17EzcAawcy9gJQOYwqk883utL1Q7GKqWeYavf8KaQikfo7fCmBaw7Q4zTq825r2BX0It0GFTRPtElxAGKWYUL7LGPu7N4lgJ+qgVMgrVqNdEz+3ClHH6FJSFpaoHeKwzEYn5IsF/Y0ddi9d4skPP83BrZuMDg4Y7U3IFxnz/WtoXSNFhJTCZzq4mrrO0Fpi9FtBxFvNMSuOsNOC61dfZ3trlytXniaMAsIoZKOf0GlFPqwYqKY/OJwxuPte8DOAcgzszRZc+9ob9FXBIBRI6X0VSjlCYYlqQ2g0Ki9R/Q7hsM+Vj32S89/5A3Q461r+Gnpbd8jf6+24F2B4gCIwUlALcRoWWXXnla2Ay+r7B2Dt99TChq68AiFLFoCiR0ILQYhqPB+OjIISw6IBKfeawOfstIEunoxdUxKgG5gjmu083KlZYBCUdo6v0W0IsfToMiWjasJO794azkhDUvWT/aqF3uMlQy/Ctqosa43FSQHOV7MWq/0bc9aevZxtdJxWrWtgp8OHvIFACAIZIGTgQ43OIYTDWeUHAK29+/o0zLNKLm/Is2vpu+4hPShCwO45GA4d1bJGCZgsNqinh5QnJ7gaEtXx1c8fwuqq5iu//kX237jJa7/2u3zt4CqvcMx22ufR3jaffmSXT3X7TJxmtsw4OAYtHN0udM/t8OTHP0pZVk1IBI6PDxnNRwzaXTY6va8foFjHcpERBZJhPyGQgizXHI+W3Bx5HkeoJHv7I7AVm9shSvqevrvV5eJmn0En5Oikw0sv3uBkkpHXBuscRW1xMiTp9Im6AUrnLDS4rMbYCCET4thnsoahoi5j6roGYpx1qCBhMllw59aUUEliJel2EjaGXazTGGtQKkAGvuaSs76a+8PyjB5kH1iAIgJB62KLdi+hF3SIB33aF88zKQ+ZLo8IK4nVkiqvKJPqdNUqTbOKFKCURUaCQNaooKY3UEgRkHRj4rDNZtThcDRhOl9AXhNg2ew7doDtAFoKSuWzdZzkrBjf6TPbfKGbJPhANHoh5izUs/KbP2CWd0ZTHV1D6NzHWOb7kI+oypKsBD+POvJljQwcKvZpwq2kkbJXEKYQW+goiAUIDXUFswXkxvNNToFwCiKEtNtMOtoDr3oOpvb7+vHNYsQMVz38SunrNgEqkoRhsCZp4PP154sl08WCyTyg06wqe1s7REmbIJqQdtoYC3HaoTt0HN8eUeZLnDVIIIoCknZKd6PPoJ/S7aa8PL3NaLFA24dbHZRVyYuvvcT52ZTBxgaBDNkY9klCP2EY7bBWo4xfLQZvI9hUA/NlwYuv3OCNr1xj9OYYuQnxliR0jbaHdITCvwJncVYTbQzpfehZ2sMBqRBvwbrv9hatAIrEF89c6Yqsg5d7tw3W3r/f1o8VrSAmy1vgJDEFLQxtSlIi2kQNX0dQElLj6DlDiWOJocJQUJ2SZuf4RzCmIkQ2Sr+eFBo0vAyDwiIb/VaBD5r5zCpDTYlGUzcsF0eAZECXPh0eThOkuUsrYLJefE9KpAx8sUc88LDGKwuD5yDdDVD8MewpUbbxntzF2F/9pg/oGS2bn9QI6QXwrLWYqvJpyno1UJzCV05XZFL6zt20370rDopDWk1ga6JUMDh/gef+6H/O9MWvcbz4HVSnR63e0aHpZf/nFSdHE/7tL/+P3Lx6leNbe8yqmlb/PDu7W1ze2aTf6dJOYj554VHO1ZpDJ1hUFZWr6daW269fJR32iNsxX/3q51DSUVU1Fy88wscee/ohz+mtZq1lf++YJJRY54jjkO3NDuOswuYVaRjQShSDbo9Ou4WuvLclihydVptep4NKBNu7PVQoGE8y+ntL8kyznBQgE0S0CXGIiyJef/MOGMP5c+dQKmTzI5sIQFeawVDRavWwxlBrQ14eI1VFZ9DFCkdtC0RgODk59vo3CG7dOmE+LxiPpmRlzXhZk1XfmLbsBxegSEGyG9PdatPuJn61fPlpXnkDsqsjQu2JiKYy1FUNziKcQ5hGNEf4tGEZWoSoCQJDuxcgRUjUiWl1B3Q3LpAZyTQzUM2QVjJwhoHwacFR4CsT25W3JFx7SQFRw5gNFTRuU+qG9b4OUFZa3Pd7AE2NHt0moIJuBcsjKCdUZUmxSrtwUOSaQIGMQUaQ9L3ImgNUApGF1HnshAZdwWLpJ8TTaVgACcgUkp0mkpL5OkF6yVkKBDQ//PWzt9+tqUiiwrvjZnWtWWQZi2XGIouQcYSSAZ3hJlHSwuKI0hRjLCpKaXUCnDW+jpD12QoqDEjbKcNzWwz6bbqdFtWLt5lkma/u+hBW65o3b7xBWVc888wzDHsbDPtDVqXntanBCXy2sGv0Ku4evFdTRg3M85LXX7zGjVduM7s1I1UxnWFC2zqsEwTCoYRruBUW5wzhoEfnySdIe91VuaW3HP/d2jpIuTdqee92cL+8kvfPOpGiH4YkZYw1FkFJiiOhpouihyQQAVIE1Eg00HOaCssCzZKSOTUa5zMjgApHl4qkCfOIhiwmG4qypYUjXLFQ7gp3GTQVFYYa13gXFAFDunRIH+KM1o54ClDwRxf4LBvpi/etRMZsA1Jk4FmMZwBFnIVhhPAg5TTF+H7AwWsKGBNgLARKIZXz+TraYIqCU2/LmkfJWzP4yYZJCR6grE7pYc1ohFOESUR3e4fHvv0HOarb1K/eQbU61ME7AxSAfFlzcjLns7/7Wa5ee8MLjLU2GG48xnBrlwuPbNPGECvJh648wnkh2c8042XG0XxOYRzHN2+zkwZEbcXrr76ILhcoERMa+9BeofuZtY6T4wlJFNBud4jCgDRJmlIUFb0woJuE9Fpt0iTF1AVWWFQsSFPBYCMl7cRUlUEIx3iyJApHnIwyXp4WOBFigx5OWUzguH5zQrlY8slPLNjcGjLYHGC1YTFdEkchAkVd15RVzd7BDKlC2r02SIt1BXVZM5mOUUkbhOLgYMJsmjGfLljWlqPsG1+ZfmABihWWw+CQTM5Iypgi13RmAzZVl872x9C7VzCyoGgvIQZbdXAiIYw6SOsf4DuH+yzHM0ajIxYLXzApSUM2t7dopV06qaQta5TNMcan1wWJ5Ebq+MnIcTMEG6+FdmIa/7b0gES2gNAjBme9a7SpKuqlQDkDKA+iidsaZm+izTFTexOX34TFNUw+JwjArAqopqBasLHrnTUWKD0VhbDBSvHSh37KpqyNEY13JYFy6dOLWfqs4/nijEt32g2/ceHAr8+cI8tylNLNAOEH2kV2QlVXjLIec9tGTeaEwpeHN7ZmuZxRVgXjk1GzqnOMp2NyXeII0LVhvndCv9Kodop1lgoYLUomV+BU9QABAABJREFUWYVplHffeaR1QMlkfMRv/fpv8+yzz7Hx7Rte+VVESBeDEARh4lcwizmGu0WOMmCCT3K9Psv48i9/keNXrgMxWR5wMnZ0Y0EnlUShIBaCwAQ4rShsCMMLpE9/O6q3eddx78cVeZDdyz8529O9Lei4N1Qk32bb98ryfI4qNIGtUJjT38wAQ0mORngCDSs42JRYROHoYElxRCg2kGQEjbibT1dWCBIcMY4EQYyvheTDPAqHLzmo8cBmSsmUmimWEugSk4iIQRzQjh4m4NVcYeeaEMpa4M358IB1krIhxuKsJ6E6h3Oed3IKmMTqvffbeFC86gPr3hMfd15J3ftCcYaqnEMlvM/MrRj967HrRiTpFFJbP5gI7ykWwnP8HlYi2jk4mghs1OLyY58k6j/N8mRMPs2oC9BaYp305/kO1h8m1FWX57cuE4xrXp7NSOIu57bbhN2ARWiYFIaJhYFwbHZi/ti3P0WNoJIhNgwxYYip55TVIf9hcpups1z89u/n3KOPf0Oqsq4hyWIMulrSaidsbLYY9BOkAuoKY0qW2YIocbTbCQIFxBzsz7l+7aRx1fv+nISKRx/dRIaKz71wi9//8uu8uX9CUWnqSjMZTUgihbYOJxJQT1FVM2aLa6SxIokDokSi4pCLV3bpb/cJOiHZImM62mJ0NGV0OGUyXZBlS4zxCrvWufesYOAHFqA4HLkqEYFDo2mZJWU1JxFtemkP2e5DpDmSh5SypjQCZ2MCF+OcxWKYTReMj07I8wJda4z2QlytpEUSRkTCETiNtBVWeolyFUmWIfy21OQK3Eq36DQbcbWmakgnonnZ2g88PtDrQcW65MGDZgBncPkJ1mUUIobyALIJ1pQ+BXTluZUgFIQJ4LyHpNJQ1ZA4X2EW45tR1U1oSIAIfGi5Wo2hGqihztfasDqdb46G+VvMAUVZofT6CsZhbU2lc2oLtQupijHOVTgZonWNMb58fL4oAA9QsjyjrGuk9degbErIl0XJIsvRKmBZVpT1CpndHcwQKzGapl2eYewBU1lm3Llzh91z59C2RoUhQRD6iVEIhPSFmHRVYGV9F5GjtJal1pzUmuP5ktHNAxYnM5CKWguypY+Hg0AFEDZF2YwM0EiIuwTDc4g4fUv4Zf06vpO9tRveDVDuBSP37vvNskqXFDhaDThZ777iHi/BauKOWIWi3Ol6wCGICJAEeOk831dW6h7g6aYSSYglOM1farKi8ADFB3bsKezsIEmEJAkE4UMTclZg2N3zHrwIWuObWZFdV5s0L9G8X59Exer9fSdWAYQI4QGKs1VDflzFm1cP/L0u3nXY21yl1cLBOe9QEQ8vEe8c5KUgr0PC9jmCsEs5n1DlGUbbBoAFuLVh80FHDoQlko7NuMMg7iIoUSqm04pI4oBAgcFRWYt0lkjCYxsdCGNo9SCQuEAyPyqZmzlD6XAyYGt7h/7GxkODrgeZtc0Vs8ZzP5QkSUI/ny1r7+Gta6q6xrkWzvlIwGJRcnw8QUmFlAH9QZswVPR6Ea1pjjaGw5Mpt0+md/9gN8WXIAhB9ql1xXRaQQ+UkoShRErhU4iFozdoE0YBMhBoDWVhmcyWXpyTVV/6hi7BXfaBBShIQTxoE2/EKAG1qjkq99kxu/RooWwMNqYTbREEmsJYnE0Jgg2W2Yzlcsr1qyfs39qnbVKUiqgXFUImbLJNucwZH4/JJmPqYkK0G9JqR2ycTwlaGq0mGA9u1yz2Qigy8kjXCgiMFzGRBbgCZKNludJJWve63mcGcbqkOvgySIGQDkQNosTFBrfSTzJA6Kkuk5mPIuU5iEaA1BYQ1rBc+gzXpWuSk/ChmyJvSLIPmsHepn3fDLPWcv36HkJKtDmLeW5sXuHCxW9jZ2uLNJAsxyN0PmUyLpAyoNfto1RIFEcc3r7N+PiIgzvHZFlBHAW00phnnrmCDCXGVLx2/Qb7iyWHxwtPuDnV2pAIFAEt4o2Y+FxCFWi0M1TXR9isBF2iXc1CjxjND9nfu83FS1fo97ewVmAdWGepq4rlbIqLtM9dxF/Wg8mE41u3efXzX+Po+h4dO8HENXm/RVnk1Ddy8s0I3ZW0Y0E79MXVrAMtY0yYQtolCMLT6OH67XrYsMsKXq+mIO/Ud3dNmQ+aIFbJJ98MD8qYBXMCztMlRuGp2haFoU1MhwTXsEdWaiThaYhCn4KYgIAEn7pdYNf9FtR4j1aBQ2EIyZtIrg9trvwIFVBicVjaeA3aFjURkIqaSD5MnF54r+tpKGadyLp2J0/LQgiQCiEUMgiQMvB1cIRENtk3d5G8V8VgTpsiEEISqKZujWxWO6dJ444zt67irS7eVY9agZgmu0cLhPSFAx/ahMDJGCEj0qBE5Lc4fu0XWN45QucnxLGgO+yxUIoS2OC++QTgHDd+7yvsv3aNaJk3zB9BTMCGSPhoOuDDgw0ummOSqkKMTmAxh8pCtwuPSOi1oZ3SfvQZUiH50Wc+jg4l0eOPE7Z7TUXir9+EgDCUDIct4iRGBI5uP2Ww1eXkwFHmBVWVk2cCY3qUpQ9Jj8cZo5MlrVabJAlIWglxGlLV1gurIfDqVPf8nhS0eymtTgSi5Pq1N/n5f/ELPPfhJ3ny6cfoD2MCBbdv3WSxWHJ4eIyQiihps3P+HNvnzlPWhqLUREmNsY5WK0ELDfk3nh7xvgCU27dv89f/+l/nF3/xF8myjCeffJKf+7mf45Of/CTgyUp/+2//bf7JP/knTCYTPvOZz/AzP/MzPPXUU+9ZG4QQhK2EqJMQCocSCidrbJVjzBJqv2pQHTyxTDvPA3CSqrLMFwWzWc58mhFUEqFBEhKpmH6rS6EVIrB0+yk93SLdTem3FCpxiNCdhXXuUq9q4r8rlCkaoW0hgKoBFw9wQzyQU2Zx2g+IDuOJJYG7ewbBe0IQHpzUleeNBKsxyWenerllezcf162nGPvl5d3HXo2Hf0DgBHx/yvIFQsh7YsACQUBV1CznGUJbrIPaGqIgIGl3UCo4LQZmTd3cowBfVVyStBO0M8yrknFecDxbUNUr9/X6C8D5OLgUPm62CvWvmXUWY7QXPrJe8ZUgQDiBqQ3OWOqy9NVNz06QyfEYXcPo2g3mByckoUW3JEU/opqV1KVDa0etveM+kMILDUrZVHcOkIHyZEneqkvysHY/D4pb+/xeT8q93eLtPCzvpa0E9FYCbasqNCsA5TOYfIe2DfDwXXtFV/VgpUTi1nwuTTIvEb4yc3i6n2uE2sTpNqtzXAVBVr/tj2M9d0X4fd7e/J4+DX0VtlkBlfuFGMVpC3xRPHn6ycqNsoJl3qnh7gYr97NTr8z9BqL73e17e8o95Nl3GwJwBmcr6nxMHdaYxGDKCbrOMHWB0SXLsiAsFYMo8rV+wBelWeZMJjPmswVvfvklDq/dwOgKGfjrkzrH+apia5kzmC4Ry4JKV9SzJVZV5MsSvSypREhaDmgDQdwmDCM2rfQKmpXxJeeNhbKAbIlteGV1FONUQNJ5B65RA06iSJGkEWGkkBKS1AtN6qJDEfksGxkIrLVo5zDaoLX3vq+0jIzz0ggrcb31RcRbflYKL7ZGSVUumYxHHOwfkqQxiywlDAV7tw9YLpecHE28yGSSE0UJYZgQxRG9fpf5vPTeriwgqN8bd/p7DlDG4zGf+cxn+L7v+z5+8Rd/ke3tbV577TWGw+HpNv/Vf/Vf8Y/+0T/in/7Tf8qVK1f4W3/rb/FDP/RDvPTSS3cVevpGTAaS4bkt+hfbJCFExtGqDfWtQ44Xd3C5RYSS/vmLpHGEXJReYbLucDSacuPmAXt3jjjZO2Fe5ER1yKDVZ3v7HE8/8wQytri4pr/X5ubkNul2hySw8MarVK72npPV1T1NLzZ+gFn9K8uz5aR0ZwuOdY/EavxZFQm5r63h4tX+qxHR+XZEMYjIgxPdsP5EC2TYaMIZKN3bRGmaRZIY+IiUDMDlYA4ftMM30xzz5R5+Ijo7g9nkiDr7MvWsx95Gi6evdOl0tukGCWmrxe7lx6nLinw2R4UBSgkG53ZIaygmU1SoELFgWhheni85zipOymZykPh42GkLCjRzzDKhOEhxvcp7QarKoz7ABwhTlIi8W9+UuGqJjLs4GWAzTV2WLBcLQhGQ4p8F5xwv/MfPMSot+tZVMJqNjZThQHFxt8Xtm5a9WwVFZZhNSsyFpInZNVgpCoiUIgxCVDOxmtMWvTdgYTX1rK+jHzSNfTNMIgkICFF4B7nBYptpUhNS4BrFxDPvj0UhiWXaiJxZxtRM0ZwgKJtjpgTs0CYBWjgCLAHWa5AIiUQhnECawIcLcJyw5IQlBZYaX2xCCEcQKAKp3ubi+OCTkEHjzQAcGNtoTBjXoOAVAFjFWz2XTUjvMXmr1q836yy10Tij3+Imdc4riArpSa7O3R3YOus9K8/K+gC16g2nv8Sql7jTooQPCVKcQ9oZtijZuzqn3t7iXP9jLKoxy+UBJ4dX2b/ZQncccTZk95GLhGGjannnAL74Ir/1b3+V3/z1z/PqyU3mOmPjkU1kWxBEistVwZ/au4m8fQvhBCdpzDyJcLnESMnXDkacOM01qfnIY5f59icfZ6Ob0ooUHBx779OHPgwXHoFPbsC1V3Ff/jxlISlryf4jj6E3hjz16eff9jSlEPQHLTppRK/X83kTAWxs9tje3WJ3ZwtTGbReIqVF2wqjNfliCTKgt9H1IniuYjKbEZWKMEzItWbKgymCWluMKXEcIcWYOMh4+YWv8IXPfZHhpg/pjI6OqYqKxbSiKGrm84LusEtv2OX5jzzNRz7+DCqKGZ1MycocZf6QApR/8A/+AZcuXeLnfu7nTj+7cuXK6d/OOf7hP/yH/M2/+Tf5E3/iTwDwz/7ZP+PcuXP863/9r/mzf/bPvmdtCRpWu8Cj76rK0K5GBpq0GxMkERVLal1SVxqrHaWdMJ6MOT45ocgKbG2pywphwIUOrTQLN/Py4dJCpAkSR+1KXKU5nucgS36wL7gmBF8OpAcfjcbFXQjEubuJ7+sABd6qmfJuR/iVF3ZVV16AKZt51YJrMpopPf3lri61Pr6seZNdU+rV+dQERNvzelUgqAuHeVsg9f7Z/UTDjSkpqxGzpUUozclUUZuIVIVoA5PJFKc1pipIux22HzmPHZUEWQ1lTBAFZFqyqCyTPCOvqtPsnrtKFWhOf9tpDXmBExqURYgIFDjtb7KjZjKf8Mb1m6Rpm247RQURCEWdL6iLDKMNgV272c4xvrXH/nhJR09RSpC0FCoMiBPFchqQdQOSCJQEW1tMIAmtn7yEkEghCYQ89RCsh1u+seve/N/d7T1ZYeu3bvvNslV/sOv+rdNPDKaBCuZ0PSBwaHyK52rVWTdPhfL5UI2k22oFsDqq1z/xYqvr/hOfZLyCB4qV1L7P4FEopFR36ZLc3wLPA1nJ1zfRFu8HWYGK1ZVvBgrReM7WPBkO3x9cc37O+pd3F97PM+KBh3MWYVd+t/XfsmvbrduqB9yHK9OMe+9KYbRJDw6ko84j8sWS46NbzEYLsumEZbZkWZS+tpKViFsH2KrEnBxT3Tkgf+VNxPiYodT0rSEwjitOevHMKGIHy1eXGZWB2oKoa2SuGMoAg+TmdMncGg6pmKqEIxGRKEEkoT9Z0A4CHhMJ7ZMpAyGwd26h37gJVqGcQs8Kim6Xo0HMaDn31/wBZo3XpJFK+MQn6c/fGk0Q+PpHCIVzGl1rnLMEkUIKXz7DNcVItaaRoHc449fLAt4S4rHWea7lyZSTgyOqImcwaGPckqrSOGOwtfNjvhFgJHXpmIzzpvQAZIucsleRpim9vmNrZwstZog7y3ftKLvX3nOA8m/+zb/hh37oh/jTf/pP89nPfpZHHnmEv/SX/hJ//s//eQCuXr3K/v4+P/iDP3i6T7/f59Of/jS//du/fV+AUpYlZXkmKT6bzd6xHd65L5EWnC2pihnF7MDPyImlffEiaU8xLk4oclguJZVekNVLrt+4wRvXruKmc6gddVHinMF0azK14GZ5nURIUiEomGDDjNl8is5LJndOeCqu+bvnBP+DDPhyHHP6sNoKnParnvWR/H5gczUJ3u1HfvcWN6/Q46FqwWkY2cwaKsXK1jtTwFnBVstZ9fTJ2XpJtECdgyQVtFqS2R1LPnZ+2z8gwuy6GbvA2AVH85JZXSCVYNBp8filATq3zF57gzgKaKchG7s7PPrME7ivvsr4ZIwUGoPkJFcczA3748lZ+H0FTsLm/YKza1fVuKr2KdcIgvYQEoVeluBqLHOu37nOzTsjktiLtbWEQsqQfHJEkeXUuroLoDgHt776Na5e3+PJpzfodBNErUiThO2tGFcqglqRRpJEOWxuqI3zWewWpFAEIiAkOPVwrLDVg7wd6/YgB75vm/coiSaYssLR5p7tTs/lnW/be2I+qGOwDQARDVAxgMZSYanRzfu7p1LZrBs8wTUkQNFBUgMTLKaBN7oBLCtl2MAGCIJGv3YFDvxDHAARAVGThJyQEIsEoSJPjn6bMxErLokMz667DMD6ttx9Vb1gmwhWAOVsZbMK5XgiLadqnx483y9F2OLLVYgmQ+bewKBe24617+5311eQGO9BMfZtJ+p1sw727mQsZooLux2mbsorxe9TX7eUty2j0ZhxlnNRtdkQCcHnvoC9fYv8d36D8SLjzjyjrSSfeLRHWPZZLEK+w4W0EfzJVoffzZf8k9GYGY45DjNXGAT1nTtNGNCP4Q5NMi5Ib5yQzWeYouRDhFyOIv4P1/e4PGjx8S/8FlWmWU5r2t2ENA4xB1MWQvG12ZRpEnjNmPuYc46qLKmVI1COoAGuWtdkWUYcxijla24ZI8nzDKUkrU4LgUKg0HqJcxV17Z9Iax2udgwlzC1M77nkxhhu3T4kCgWvffV1ssWUy4/uEMdjQjUlkCHOCdKoTWA1LtbMp46TY42pMlylOdo/QaqATrdPuzOg1e2h0gO+9NI+3+gT/54DlDfffJOf+Zmf4cd//Mf5yZ/8ST73uc/xl//yXyaKIn7sx36M/f19AM6du7ss9rlz506/u9f+3t/7e/ydv/N33lU7nLOUyyXFXCPdElEuEHlBr92ns9Wnu7VFmCQsRodkhQXboyw0+8eHzCdjXLn0hLNT8O+wacGcE1698wLtdkyvmzAqpyyqjL3DBcW8IjkxpG0YlbCM/LDkhUI0gbZIeyZotXKiOOsJrHp9hF8xGfGfyRjE13u3HOhV+sBKrXY1Kpuzbe4d51Ccla2193yXgovAVFDiPHfCOZ8K8X5Lx95rAi/1KTkDC2uZT0mqaKUhi2xOWS2p7RwlLKrOGPbbXIg2mS0zamtZZhllrWlv7yDCBNMeMIkkHF+F3ELtzjxa0dq/NT6HtbmO7XafKErJq8DL7N/lAquxLBhPjrl1Z5+LKiVJEmpTYYQlSBNktH6zHZgFtppwcgTZMsZgiYM+3VYPdtu0E0k3CUhDyXagCXFIYwgioNUm6baaQnfeVtPF1+OUW11y34d9evx6otlqHX+vfTMxq59uBXGUEiEoqwU1Gosh9RWm/AIG0YAXf2YrtorzgZrTI6lGBH+AI0IQI4n8FHDKdtHNXwaHD/SEp+uPGk2NJkIRCUm/2yNS8em+DzaHcxprnU/z943E2iZj7TTsst7pm41WXDd3OoT545nGl7T62UZptiFQne1/16Bg7/n77ja+9f16T1vfRuAzjt6dm9UEUAtBnjuyEsZ7EB8bWlmJKkr6eU7y1RcIpSJ/8UXcaEQ+y5gvc0bzJUkaEkYKKxyFcHx5MgPrmJcVr1nLOGlDFNGKIoabWyRJSmUqEJIkaXtgZ2quPPEYTz3zJLoqqcuSq5//Cvlows+fzLiwzNmzlklt2S8NTxrD+XZCNw3ZDQIOrr1G0Ipho/XAB88ai9EWUxpQDhGAFI5YCXrdhCgMGY0KrBEkadeLcGaWssgp8oqqMujaMDpeosKARy5uUxvN0voQ/r1W14YXX7zF5GRJO4lppYJOIkjTiI1hGylinBXYGnJRkc0rwtDRbQdcvLjJ5cd2OD7JuHnnDTqtFlEU0dvsU+b3+mq+PnvPAYq1lk9+8pP89E//NACf+MQneOGFF/jH//gf82M/9mNf1zF/4id+gh//8R8/fT+bzbh06dLb7uOco8wWqHmJNBlSZ4RlQWv7AuceeYSk28OJgHm+x3KhicOYoqg5ODxiMZ1AmZ8tKCw4abFpwULkvLq3T6/bZrPsU2KorGF/f8RiXBGNoGPgqIRFIhEuxNUlFDVB6VDGC6LJZsHinHeo5AHoVSgmgHXtJilBxZ738XWZa/RQ1uX01zME72fry+x7+5rE16wX3ilUaaiKZtm5mrS/mWEeAQzw184nayBW6r1SELdC2knEdDqh1jXHM59umLqSi3ab4dYAt8wpipJFllHqmsHODqrVxbY3SW0BkYTceYCyQpgxZ4Uf87PfxkK726fdGVIdztH1SidifeWpGU1PuH1nn43NIUp20bbECodqxch7tTFshq0nHB9Z4iQiCGqGXUG3LWgnbbY3O2x0FIkShPMlrtLki4ogCFCtiLSbnt6a1SW731r3YWzdyS8w4PSpB+XtAMr9PDDvlznACUEUp8RI8jrCOqgwVIRY2j7EgkCiG//K2cTrCwEGWDIcJZoK0WThhEDShGtEE2gBD0wsBolBNiwY1wAXjUZjiIiIRMyg30OpkElm3kHcy4MQ5xzaijXP6yosozkbqO6+MyuQcgpOVsUD18CBA4SUTYTnXpjp1o6/Dkreob1nR+bsTq97Z1ZtePjVtVUSHQjywrIsJS/vCbZyy4WsROUlvTwn/coLqKIiv/o6pijJs4pZlnMyX7JNSiIcRjgyAVcnM5ZGs2drRmHCpN2j1+nS7XS58vSTbAyHlFWJkJJBf4Czjrqq+K7PfBvf933fSSChqkr+b//4/81LL77Kv/q132cHWNaCPeF4TVi+W0g+7AT/2VabDSUZX3+DoNOC4bNN7OY+52kd1lh0o8At8aoTkZL0ujFpmjAdj9FAnHapS81yPmc6zRmPJghCcILxZIQKBTvbfWpjyHjrMA4NQHnpNvt3RsSB4dFHN/johy/QSiOiUCBIsEZ6wOH8xKWUo9eWXLy4yYc+/Dg//28/z4tfu0WvHdPptvjQx5+h+MMKUM6fP8/zz99NBnruuef4l//yXwKwu7sLwMHBAefPnz/d5uDggI9//OP3PWYcx8Tx/fQv395UaAijAFcGdJIhO91dNsJNWss2N6/eZjSfs3fnmNJI4l6X0WLBJFtQV9XZM2mBDqTdmE9/37O0WiEqsJycTNnbP6ZCUSEJ2gm9OOLpZ7tcjBwHrYxngf/rouRfO81nlUPm0NHwX1aw4aByEAhJJCP+g4RfcVCJyq/JVh4PCc9G8GNt0NHX4ZxYeUAqzrwisBan4UxAbuUBAD8uLbh/rzbAdO04IWcy/uvPXbC2/fttCcg2RH1Ag12CWYKZOpwVOClJBgrlLMu6oKw1y3lJS0sWwRCZJoRxRPdyh8RY4nNbWClZ5hO0y0miGB1X6LI6C/GsXqsoXgqhiolVihEBWVZRl2NMXXCWAXFm+3vHlHO4+MgusVq55cFocZ8H0wcjXD3HBRHCSpRs00rmSNVHBj1C52v4zAmorWVeacJWQH/QJUpjEs5uyeo2rd7fz7txv1Tkt1izyF45le4ddr+5vJMz85FRgQx8KnGG1yHxNbZLFhiixjG+OnvRMEaCNRhXABWSkqQhvBZEOHbRtJEMCIkwyCZ049UBJApFlzY0RQAsC0povDZeB0QicVo/BB9j5SXRHkS4FR/kQbwRtyZYeHbXrPH72HsVkIX0arOBO+PJnnJS1l/vxtYJu/dC4XcHT0WgOP/s9xO12hwcv4J1gp1zXbayJefmM1rzGt64zZujKSYvOBiPGOc5rx6fcKhLbugCdeKL353kNbk2lDpDO8hRdHtdPvbU8/T7Pfr9Ho9e3KXbbjEZT9C1RpuKsixZTmcsZ1OWWca57SFbG33+y//dn+H4+ITPf/+XGN0+4vrnXuPSs4/yv/j087z8ua/xH1+/wYvXxvSt4VPnNtFx+23P3wpOi8omrZjNzT7DzTaDQRulBMbUTdFSDbZGCk0cG/r9kDgaUBaGstC8etsSJiHPfuRJLmcl40nG8XHG/v4cbSzaOBZG+9pzQCsJufLEOS5e3OD8xR2ODqeMT2ZkWUlR1LxxbY/JOOP61RG9XsJHv/0KaZpw5/aYaV6RAVVRMzUL5l96jbKqvyFV3ZW95wDlM5/5DK+88spdn7366qtcvnwZ8ITZ3d1dfvmXf/kUkMxmM373d3+Xv/gX/+J71g4h8HG8AKwIiMMWvc4WiUiRhWK6P+NodMx8vqQWIXWUsywLirrCanPX8y9jSdqLuPLkeTrtmEAbjLZcu75PKQJqIQiTmFAJLjwzYFNYFmPLZaf5SFnzxdB5GCwcoYPnLew2VI1QSNoi4GXRbLJyy67CuyFsS/j+GK4qePHBZwxCEgT+ZYzGmIbl70tp+OOupDtW3pEVaDlTpvLWkGfvOy45uEvodHWc1XGb5sgoAOs5eGcy2u/WHm4wEwGICFQXqEE33h1ME0YTgiBerfkNtdFUtSa3klK0sFEH2UpJog4hjqCbYE1FMT+itiWhUtiwPlPzWo2/q+vXgLQgComiFFtAWVaYOseZ4r5tni+W1LkgWy6pqi5etG+lZ3q/OL71J2UtggRJQUCGUh2CSOEKgzGOTEOlHfPa0HKOjTQiDNVpYtm9XpT7Xe13GlpO9/OuivvyuP+gwAn45yqWAVJ6/oTH6D4Tx+d61cS4U4fi+ks1D4cDShQ1irqRYJtTkAB9LGHjNxKspP5XOimyASleLtzXTlZNheWVemtTCdh4Wfq3j7fZtX9XHe5MEO5uO4sbOydOv3b4rKRVdtKprUTaVpk+qxo5d8nefyN3cr233dPOhzyuEAG9rccJWz32Dm8TSEFvsE0/TOg7iSg0+eGI0eERy6LgRllxVOR8YTJhhGZfakwtsUL4xYpz1NQgIAhi2q2UneEmg2GXfr/DoJ2SJiGFFBRYsjKnzHOW8wl5tqQoSlQQ0O20+fhHniPPc9qDhNdevckbN+ZsPv0kn/qeT3HtcMH+7TE3jya0a82TMkYF77DQFviQmxSoMKTTadNqJcSJL8pmjcZZg8MghCUIHFEEKghJ4pDFrAQHuXboWjAY9uh1a558bJMkCCimJWVlqbX1AoLOEglBmkRsbHQYbnTpDrpMpwXWBRRlySIrOT6ZMzpZcHC4IEpCds4PKTLHdJaR17rJBLXkxjLbP3lXPeTt7D0HKH/1r/5Vvuu7vouf/umf5s/8mT/D7/3e7/GzP/uz/OzP/izgJ+C/8lf+Cn/37/5dnnrqqdM04wsXLvAn/+SffM/aIYSg3WvT7qeUWMK4S9je4ORkxM3RHUwk6G73ceWSoiqYjA7ICl/KGyuwlYRaIk3A4zs7XDp/jk9d/k6cMLx5401kNYEq8bK+WJ596jE2Nrp89KlNIl2yvH6D/XxBuBgxThREllIsOdSav+0a3qqEEE3LWm4IyAXYlQ7KimlYgZWKIk6o79u5BRARhC3S/nkef+IRPvKxJ/jKV36fq1dfIx8vMJU+5bWI1IebUfiwRNG87ocf3i2eWHC62FNRzKXnPkylJXduLXDFDLITzpTjHsZ8Iuc7soMduInnw2QNkdV5ygBEoFVNKXNyN6a2OcWixhYWCoezITbZonP+MXbO75JlU+o6pzRHZPMZ1w5eYLqY4TraFyzq4T1Neq1Zxqe1h4MQYRSVFlTzE0xWYsy9Pq8zFFixwLqS/eMDgkDQHwxBBDgjcfbu8tWJSmhFLfK6QApDqhaYpeTOy29ggxFOHmBrjTWGLDdobanykm07oCW22BaGK5xNwnPOnPcruxdgrEcU16er1Xce7ATIJlSy+gzOdAZX+zrOMPHqt95Pe2LjHJtJhzKHqtYk9IiBIfLU8SVOJ3lPc7UNMavCoDFU1M318kooAY60Ocei2d9REDThrQrXrGssAs2Yo9O9lxjypqpx6CzzosYJy43llHNFnycf6qxWV3LF1r437LIK+fg/rVMNdPLfuxWZbH1lKzy0dDQpI00oCFYP0NcLTtYF3VbvV72vbvguDzcOCCyq2KOVVDz2+GPEaYfhucsMjo/YunOL375zi3/30ivc0QWFEEQbWwRpm+D5j7Hbb/Pszgb9wYB2p8vJaM5sNue3fuNXcM7x9FPPE5qSk+tfZnYTQuH4cl2ijWYyX1AZw9xZjLUYrRlst3jq2SfZ3RqyMejx6mtvsFjmxGGX5555hsf+yqM4aiaHB3zfZz7K93znxxiPRszGU371l34dURY8xgP6vxAk/RZJOyZodRBhhDaa5XKJsZmn7zifMh9Fkl4/IVSSMOydqv2eHM+YTpY88uYxWVby73/xP3L+/Cbf/Uc/xtWrh8Txm2SZpiwMWVXjBOzudtna6tDppbR7LXqbA5LREhnPyLVluqi5tTdlPMlYOseytsymFXVlKUs/5rxf9p4DlE996lP8q3/1r/iJn/gJfuqnfoorV67wD//hP+TP/bk/d7rNX/trf43lcslf+At/gclkwnd/93fzS7/0S++ZBsrKfJhW4FyANoKsssyLknm+JO7HpGGLzqKDySpmkxJtLFJKz5CXYZOeGdBLBgySIQk9yrpgOTFUmSAgBu0rIYcEJEFIr91H6oqTdMSsqrhVWUQAu1IwllCG8GbgFy2xhNBCYixLmuFmzTOrgM0aWgKOnGCx4jvcZQJEggy7pN0dusNdNs9dZLB5k+74xGsxlDVCCYIoIBnGoAROCczSYjLLcrygLs+YsHJt5fRQQ9RqzNScjo8CiVAtnxqpHCLyeQ2hMgSBRTQuZBl4uqa1lrrWlEXJyj0hRYqMOg+M176lDY2D4XSsbkCZkZpaVFSmQpsaW2kPYCzgBFaEqKRD2t3AYBGVpCpGWOmozJLa5VjlE0wJOKuNtJrRV5gyEGCdF2MTFUaUK0Uwn5ItJWGQeDetqRvGQs1iuWQ6W9But5FBCHadIe0tDEOiMKaoSz9go7Flwex4CtJhpfbQxzmq0seyMSCtJsEQmiVBcYS2XpZlYRy1kMhWh0AGxMKL1Z3lWtxt4p7PVw6klRzZulNpnSLJPWeyRuF8X3kow27CbrfN4XEFDpIwRiKIV5kwzqF1hbEG7VYJyL7HG7zHpcbrosgGhvmk3qApDCjQQCnOvEfGuVPY4LuFf3p8Epxr4I6/PsvaYHAsdE3vAVkd97e3C7msrzJc89/6dvfxuqx/fZfw23tBab6nPawf/94e9fbHCZmTyIiwH5O02wyHm6jFkqV2HFaa/apimkTYOGJza4uo1aY32KTb67C1OaDb65GmLSqt0EYQpW2sMQRKYaqMbHZCYA3SGub5grKqWBQFtXN3Rb7nizn50tdecw6WWcZymZG2+0RRzMbFHgf7t7n+5m1a3R5R2qIzaCOigHB3y5cJeJuOr533+LfaXcJYYWxAVWmsXeWMObTWqECBM0gpSRKvk4OQJK2IqtZsbbSZK8FkPCeKI+Z5DVKysdGh1bZUpWU2X2KdZTho0e+3SFtedE1KRdJK6Q+6HB1nSJWfis5poNSG2bw4dbSFoaQVK+rKXxMpA6xzaPeN96H3RUn2R37kR/iRH/mRB34vhOCnfuqn+Kmf+qn34+cBH2892VtQ1g50m5lZcKOaIEyGsBnPXthlY3vI5jNXOB7N+R9/4fewxqDiCLoBNkgIpSSpQnaHT7OZ7nDra4bjyYTf/J3XsMLSVecoy2PKYs7ei9cphz3+6PMfQ0SCeSvj+lHG/rUpH0rhe1P4fw0dX0uBjg8jFw5KA8uKM/XqBidIC+c0/J9nvhLxPx8t2LpYsnvl3oupIH6UZHiOi899jHSzzThP2LzwLK3+DtVijjOapNemN+jxoY8+hwhCLIrxLGMyW/Kr/+5XuPnmDdw8Q1pNR5YIW4LJKPCRnre1mrtzNZHUGq5fn+GIcWVCvHGR9oVHuXiuz9agRWAXSAytXoxzhiybcefWPi9++WWkS5EkxK2YdjshCN9ZgZE+nli8Kqy6KsrRgjxeUKoSPc6xhfFV95o5weInlihK6HR6GLNEBBVLLZGhIB1IltKRl4VPizRAp0GYVp+mYPuJzSBs6ae3jRqxCa4K/bWZ16RRm4s7TzEZH3F4eBMAZx3Xbxwyn2h6vQ5pkvoq2i646wQ73SGD4ZJluURYQ1zV1Mczbh4tiJOEKE7o93skcUygvS5Cp9/jXEtwThYw+SK3Xr/O0QKmOdwZabRqs/OZ72PY3uSZ5MIp3nrQtLHuEblX2HzllbifQ//eaXGdCvV+mBDw5FN9nr24xasvHzFfCAaLkEBFtNptKqupTMXR4YTFwiuQGutQxKe+EogbvohrOOtB4ylRDU8lAhmgA3UWHrI1wllCuwrQeaE204SUHDUZPm12Nl2igWOnaTdZROKhINtqNfAgW58U1lYMb7v9+5lf9U4ZP+9sAsswvspWe8Rw5xJJu0dnc5Mvv/oqv/HFFxjsbtJ95lm+7+MfYWd7iyeeeAwVxhgRUWYF2XTK8WjM/v4dXr/+JpPZlOGgR5XnvPrFL6B1Rq0np+1bpc6700/OzGhDWdQYbZttLXVdMz86IkliomCLL37+y/x3/5//lsOTEctlzo/8iT/OU089xf/pz/9vyfMlv/Yrv4q5j9fBWMf1Oxnnd1v8Lz/0EXRpON47YT4bURcLHDkITRSHhKHC4eh227TaCUVRkOcl1kGrF/HdP/AsVaG5+vqEa9cW/Px/+Hk+8swFfuC7niJOUlSoePGFV5jP5oRKkyYBjzz6CK00YTE3PHr5Is8+/wRR/PukCVy8sEGgFIfZmONJxhe/fJVz54bs7G5w+VyPrU7E3vURdWWJ0wG50exl07ec47u1D2wtHucEZimpE+mL4OHpGLqusXXJPCuIs4K43SVWMVILhF6V/RIESiKkw1rH6GQGhUQaxWQ24vDGCBEKglZAtigoygpyjSglezfGuFBwa2/GcqpZyhaVBCscO1lJURuGAZQKXpZgrPCZgqcl1P1a7dGlZjuHgwnMSrieOwINu/ecpwhC0nMXSYc7yNaAZaW5efsEU2cYYzAVWCso5iWanL09XzYbGZIVFXlZ0+0N2NnVlOEUV+WI7Ihet8fFc49QKUWlFOPRCXmekQQCiQOjqbRhXlSoKCaMW7RbbeIo9k50GUJnFx9jSQh7Q5KtAUkiEa5isVxgbY2R7UZwrEVvsMG5i4+SJAOSZEC336Xdiolbbz+oCQHDdpegLSko0LWhMNp7kQV+9aEdVruzuMbpIRtoYX2l0HlxwDw75mRxi2l2SKZzyrrG5e7Ma50IXyOgbqbzBhDZ2nvLRGBJopBAxVgV+hS9KkNEISIKUXGLNOlR1QXGaJZFRhCELJeeRpnEgReEWzu/MJIkaUC7LQmlQCmHsA5TGazQCFEjjUM6gbSaIIB2JIgDi6kzFuMay5SJSViYkNFBhg7bdJZL2qpDkKzYFO9ubevn1Lu9KPfuvwrtrGXNv6/eE4AksXTbhn6vERIMJUpJ0o6kaip2Gy0JwwC5DNDGghZYK/CVDAQ4wZnkmmxqmZzBtNpZKmdO05WlA+EcsgEbsvFF6saL4pCN9Lz32jkcyqmG8/J+X5H/hE0IVNQhSnuk7S4IwfjwJs7mbJwfsvvoIwx3ttnY2qbV7jJf5mi94GQ0pcyXZLMpk+mU2XzB8cEeWVkw2NigkpKj6hra5JiHTHt2znluX+Obms3mjMZj8sLQ63Y5v7NDlufsH+wxGk/J8oI3X3+VuioYDGKk5K0k5TUz1pHlFVev72Fqw+hoii5n6HKOowRhCKOQVhoxGPYQCKqyJs9LFovMp3pKSRgEiECgwgAhBLqoGI8XvH79mK2NHt1OShQH9AYtzj+yyWCjS10XHC+XzCc5Tz77KJc757HWNnxGX4Yjkp6aIGWAVAGBUgSBPK1BJIAoktT1exPE/cACFCyYUUJtY2ojkSmofsBibphOZyTX95nPc5544imCWqHygKDwhCwlBCoC7XLKsuQLX3wBCgmlxJoCU44gCRCtEGdKnNOIAMZpzmc7X0EreG1yQLsl2Rhc5CC1yMjwoTv7fKLI+K4duBPDT7YCslV7XRMbjhMiF/Kf3ZkTTQw/fwgzAYtIkNTw3D2nqdKU3U99F3F7iFMRt268ya2XvkyrbYkSC8ZgjWExnSOl5AtfuEEQhoRxRNqKSNOQ87vnuXLpMoc391iOR+y9POLxK5f53//ZH8b1uthuh9/6jc9y6/o1LqaSCIstxpzMMl68eUJn6zyDC5d55spT7G7tEhIiEfi6QgG4GGMFWgteun6Na3t3ePnqDeZZTn9jk8Ggz4eef4btc+fYeuQyuxefYPvCo5y/cIk0Ctn/zX9BNTt+4K0ORMCHz12h3Y+5dXKb2TLjTjXxeMKBrWqvSHcf+ov3exSU9ZR5dsibh7/L0fQqh5ObLPM5e/NDyomFAzxBNgK6ASQBFAZKr43icocZGxga2JSc62wxjDuYSlHVhuuMcUFKGQZEnQHbtsVocofFcsRoOSarC/aOH2VQWrY3JKEO72pn2pb0BgFShQQYkrSG0mcrBc2goWyIIsK4BUpYBl1BElYs5oeMjjKqbInbuYhtD7nzxj46aDP82JQ+PaIeIB68Nr83sHA6nTaF5NZDPHD/Ym3riaXv93TcjguGnYxHdg1F6SgrQRBC0jGUtaGqDZsDRZ4nHI8sZWEpFr4O13JmscYTWGsnMU5SNQBljhfMlysuh3ZERE2f91sJLJKAWIZeLNoJIEYQEAbeHW8CgXWWQS1py/hb8ORtTCAJu08QD87T3txicjjhK7/57xgMhnzfD3+KS5efZWP7Avm8YLnM+a3f+yr7e7f4wu98FmNyPNluRb1xxHHK88/859RVyesv/S7GPXxupLUWbbXnHlrL1Ws3uHnrDnXpOH/+PE8/+yyLLOPGraun+/zaZ/89Qgj++3/+33Dp0iV+9Ed/9EyK/z42Gk/5Fz//S2tt9u1et53NDp/46BPEkWI+XTCZLRmNF76uVxCQJhFCSMJE0u2EXOjEHN4Z8c/fOOAjT5zjyoUhl670OX9xgz/ymQ8TBLB3Z49XX77Jb/zKl/lTf+aHGQy7TCZzJpMZs+mcYpnRDxztVsjGZpdur0OSJmg3Iy81lfW1yOJUUgfAO+upvqN9YAGKs1AcOUxuyOqCdCNk2EuJVEySdNGVYDEtufHaHtm0ZH5rTllYHIooDIgihZ7mmEUNucKVkqpWYA3aBZ7nlZlTz4eTUGvNrZfvYCXkxQLdEuhBgBlKTroSd2gIljCeQaZg2LIMJMQBRIkjSuHCk4/Q6/Spr95gmuWYKKedJpy/sMX2xsZbzlPKgN7GDk62ONw7ZD5a4OY5OgyQsc9iAEnSSgikJG1FBEqiQghEhasrTBljXUS7BbFISB6/wNPPPc1HPvVdkCTYJKaXdJmOT+iHEoXF1jnLsubT4yVRp0faG7KzsUG3nbI4OqRYLrh96zZ5UTFfGubTnJPjOdePD9ifjqmyijSO+eEf+h4u7O7y7KOXEEGIC0Ki/iZhb+hVDOvae2zexqy13Lp6RJQoptmCoqyxS840rFaxh5Ua7trhFqNjrr/wRYrDW1wd9Lkz+hqL4oRFPqGqK8rMojM8AXgVxyiNJw/V1geNVyIDBv83jsUiwyiDNRJjHDYvqKVhmt/x+5WGus5YERu1Kbi1f5XjccL+ccKlxy4yuDA8bacIJEEo6Sa+FmSofBhQxtCKBK0oIFRNumhosJEhC5eYMKQOItSwh9q9wCJsk4uIotcliHpsbJ6n391ErPQyeKsXZDV5rud0nHlL/CfrnJL75Wuw9t37zT8BCDGkUrMzTDFGYl0ESiBjH37URrDVVdSV5eJmi7p2lBnUlWU5r32FaSOoXYBxAZURGOdY6AhrDdbaRizNIoxAWIFwyg8ErplUZeA9ucZXlXbWUZsKbQXL2iCFpdP2Fe+/ZQ82qRTPffsf4dLjl6nmJ1AH7F7YxpqAk+M5o9Hvg/giVWGoqprbewfMZ5NGVfVelUnvkex1QqrK8m6LD1+79ia/8h9+kZvXX2Zjo8/nv/AlJtMZRjt6vR43brzOl77wubv2WYWMgPuGdu5n9h1UdpdZxe986SaRklhnKIqKLC9Z6eOHYYBAUJeOPKsY5zVZbbDWcTBaYIwlbDkQzgvDacvRwZjR0YzZtOLqm3f40u+/xHg0xRpHFAYkicI56HVTNjcGJEnsPb3NuVnnw+W1LnzxwvfAPrgAxUC255CxZlrOGJoW25fbJGEL27bo0jErSk6uXWcxypm8OcGWjthKwlZErx1Tz5aYooY8xtYBSxNT4agIQRv/Wht+dW649tWbZ41IYdqHo0digq2Q6o7GzuGzNbQkPJU62goGEXS3oLcF3/nJy2xdvMR//6WaW/MxLrZsbAz4yHNPsym33nKeQaAYbp5nUcDt/VdwRzOYZdhOC01IGDgCJehELcJA0eu0kNIhpcXqAqcrdA61jei2I1Q7IRk+xoc/8RG+7Xt+0Kc9A5/66HesPcx3P9Vn+e4lzhZc++rvcrR3izuvH5OPptzZG3Hn1jFvvHKbUbVkrkvU5jm2h5f4L/6L/xVPX3mMJ3pDaIiHEwczCwd3RkxPcuSDKjw3Zq3jza/tvav+sbLp8QHT4wNeezc7Hb9NXH8BLBwTFkxY3PWVAcanAjJ3f6NNzZu3Xj39pFY1H/62j5y+l0oSRAFdHMo57zFxECXQiiRpFPhBKQhAGnRkmMdzllGEUG16OxfZuPQc41HGeFGSb1ra6YDtnUfZ6HogtJ45veL+3pt9c9oeVr3AB2/uTdW919b3v59eyntpPq+tpiVrupsbyCBCRQlGWK8zZAOsVQS1RFiJsxJrBVVp0bVhuSwbgVxB5RTaBeQ11NpR5i2MMZR16QW1tKaua7TWTfYVWNOEhqTCNp5DayzGGKbzirwwlEUBErb7bQZvL43xP3tTSvGJ7/1+nnj2GV769V8lcIrHHp9y++aYN18/4uobLzScrnUNBcPKc3KvCSHodyPK0r1rgPLqqy/x6qsvfWMn9B7YIqv45d964+vad/9kwcFoQavlGVdlYXBWs3/rmKP9KfNpzWsv30DrkiQJsdaRJCFaW1QYMBi2ObeziTYabWqPTDjj85VVTq2/3uyvu+0DC1CMNuy9cQ0RSCpTIV2PxaOK9lbE5s4mQTtGSEm5PydP5tjuHaSrSSeWzaBiKzIEkUEqoB2DiKnaO+QCDlzFyTznznhB1OugWjFZdYi2OQaNdQJjI7/CMho91tjc4Ep7OjqXFm7OQIUQJ9A/Jxn0A+IqY2M65VatWaiQK49fZGu7x2OX+6h5wr3zW5mXvPwbX6XWEnfjEJZToMboAirDcLNHKw3pxiFRqOi1U6QQSOFJfbiaduhX30kcoYQjNSHF4phf/Xf/X/q9Hr1+l91HH6M3HOKZqHc78E2VUZdzrr/8Eoe3bvCbv/VZbt+5wwsvX2eRl0yzkmxZMKsy0uGQ4aDP9/7wD/DEM0/x7PkLbKZtKgSj8YQbN2+xrCqyusKUGl2U2PqbrZ3/h88CUxCaJS2lCYXxosBNJlg3lnTiEFILUUUiImpZczKdMJ869m860psZ7Tcn7N88YT4tuPKRT5IOhuwIyQZ3h29WWSj3ekXWQcXbAYz1/e4FJqvP3pvh6/5mHfzb3x/xe68vEMERCImUAU6clQb0BfDEKdfEuUbF0zp0bZoMGIF1Xt3EWP+9MRpnHcaa05XxypuyOjGP132RRh/i8d4T5xxVbTHGUVj/GyejissbWzzlHO96tvyfiTnnmB8ds9japtXtcfvadf6nX/pl5rOc+axgPhvje+1K7OntWVRVVfJrv/ZZn8Gl34lE/ME05+Dq7TlHk5LRf+1Trg/3j1jMC04y6J/ktFoTBhsdwjAgigPahLRdRJJIlosZZVVRlDV1XSMFqACccV7b590Ug3wb+0AAFCklSr31VBajyenf1UaInpUkOy02Bz2CYQdCRVErWqXAdWKCUtB2hm1gR1iSWBIGChEmELZxm5sspOCmrbh+PGehHa2dLaJ+h0mWURlHTYlxktqkmFxj5sIXQagcQRh4kA+gPfmVRg6gUIqyrbihDbNFwcwKdBhxbmeD7e0uWxstKhNRrgEUpRTCwdGbN8Eo1HzuyxUrgRAW6TSdNKTbTRm2E+JI0W3HTeKkxEtya0IsgXAkqQcoiQmoijkvfel32dnZZufcDp1Bi7SzynO++1pXxZJiMeLWG6/y5osv8Xu//Tlu7u1zdW9Oqe2pogLARr/HzoWL/JHv/CQf+vCz7HQ6RCIg05rRbMab165TFhllWdAKQ0RTyXP9Xodh+LZEsw+CBcHdIFBhiYQhjSRK+KJ/ykISQppEtOIYm0icgkDGFEhuFAtOypqr04JwAvGx5vCNfbJJzrmnPokL2rS0Ia7r+yoUvx110wDG+nRxCVitMXV9Kg+zDlDWZcZW/1prUffE4cMwPPXYwdm9Fl/HxP2VmwXcvL9A3h8Ka27vrKzo1/Vp2Az8vb/fePZBMinlXfdVCEEYhvcFDCoIyCdTsskEFUaUVc0rL71617ZvvV6NxsAD7I03Xj9th3zHatLvnd3bzj/Iez2ea8Zzzc39e/3HimVhWcxK0nYKQhLFITIIUIFCCklVVxRlRZ5XOAcqVERR6DPcpCIIHGF4xqH5eq+xcO+FHu032WazGf1+n7/xN/4GcRyzWCwYjUZvu0+YKJJBTJQqwkQhlE8VtWWNLTX18QKhLUEFYeBfUtCILCoQAS70xb0KHGWtyUqNjEKkCtCmwDqfUOgXUoGXsDZrE+m9S8iVdlEAqiVQqaCVtlBByGJa4qyjFSnCUJG2QlytsJXvzM45Dg4OqGoDatsfSGs8OaYGJUAJkjj0D0HDtA6CVV7Cij/gZZoQIBuyo3QOKQQqEIRhRBSFpJ0OYbTSxL8nxGM11tQsplPy5ZLRZOLRdWX86nFt2yhOiOKYcxfO0W636CQtpJBeuLaqWC6WWGt8yXEpEc5RluUpIMmyjOPjBxNmPyjWbrfZ3Nw8fZ8tpmhdEooSIfwVFa5J2ZUBgVC4QHrSatMLM2pq68iNRUiFDEKqvMJqS2/7HK1Wm0sbOygZ3He9+XawoG5eB4eHlEXJI+d3icPwdEq43xp2/f1kPObVl166Sw5bCMHOzs5pWYuiKDg6OnpPJLP/MFuapmxvb5++Pzk5Yblc/gG26Jtj29vbpKkn4FRVxeHh4X0XHlJKHnvqaZJ2C2cNi9mMW1ev/SfZL+I4Zmdn5xScjcdj5vP5H3Cr3mppFJBEkjBSSCmoK+8xXCmdCwTGuoaH5YFIVXrysJSec1Wv8Wg2NjbodDoAlGXJ3//7f5/pdEqv13vbdnwgAMq37Fv2LfuWfcu+Zd+yP/z2bgDKN8+39S37ln3LvmXfsm/Zt+xb9pD2gQh0zudzTk5WBYoEQqQgFFEU+/RJ49MCjdasisI7tC+2JEKEFIRhgLGGslwvL76KxQQIJEL4srXWrXJKvXKXEHBu93GStAsyptI1o8kxQRgSt1Lq2lJr50M+zhEGAViLzkqM1tR1RZP+sfabb7V+v89w6DMunHPs7+9Tlu+o8/qftAVBwO7u7qluQJZlD3T7hypgd9gmChVJkqC1oa5qojhGKeXlsoRPrXPOYbRBBYowijgIFaNAYYX00TIZgHMoYxhax2VruBMo9lRwGlh1YeAVQOsaYS2BdVgpsYGXnXarQmzOeWl/55DGsqVrLtYVtwPJiWy2g6YWnMSEIZ3SsLnwpaSdcxwdHZFl2VvO+T81i5MWj///2fvzaFmvs7wX/c05v7baVbX6tffanaStXrJl494YHGNDaEOThCQEwhk33RlJuBkjOTAukIQDg5ucOzjcJOdyb3IyzgFCE25CuHHAYHADFriRbEtb3ZZ236x+VV/19XPO+8dXtdbaW5KxZAG28KtRqlq162vn/OZ85vs+7/OefQOu5zGNSDG95YBh0Nklz0ruSJIk7OzsfEW68l+JVSoVlpaWDv7e399nPB5/gS2+8k0IweLiIpVKBShDPDs7O190Gu5XqgVBwPLy8i0hnsHgS1dc/XK3hYWFgxDPK7HXBUC5cOECH/rQh6Z/CYS8E6VaLK0dR0mJGY1JkoTxeITGQeNgGSDIqAUtfM9jbqHCJE7Y2upQCmYkHMqOVhEEuHINS0Fu9ikFL8ZAjOPA937fT3Hy9CNQWaff3eN3n/zv1BdarN51hr1OTm9QkI0z0JaleghxxuD8dSajAfudHvAE8BQHWvcvYW9/+9t573vfC0Ce5/zO7/wOGxsbf3I39svAwjDk+77v+w5i9NevX+fXf/3XX3LSmq8H/M33PcDcQpv19RMMJiP29zqsrB1jrtGmIMYKjXAKiiJnNJjQqDRZWl7ml1oNPlxvkDs+hVIMgwBhDI3hhPdlGX8zivm5Zo1frdcQ09hq3g6xGMT+Hm6WU40zsrBCUqliPB/rOOXsay0ijVFFjpckfEe/y3ftdvi5WpUPhT65KgvKyUyhXY/xfJuHNyZ8y1Ml6LbW8rGPfYyLFy/+6d34PyE7duIsP/UdP8r84iJBCK5bvpQsuUyf/O1fprNdpurv7Ozwq7/6q6/7TIuzZ8/yXd/1XQdEwk9+8pOcO3fuz/is/mRNCMF3f/d3c/bsWaCcqH/t136NJPkyJja/Bnb8+PFbhNo++9nP8ulPf/rP+Kz+5O2bv/mbecMb3vCKt3tdABRr7ZFBTIBIMCYhjRNcJXGIEHaCKXpoPApcLBopJNiiTP+LM4qkKL0ttqygUQIVjaskSho8b0Shc+JsQAlgJkCGMYJLF2+gzQLf9G1nuOv0AnP1NxLUqzSXlxiONeNYkyZlimI78OhsDvjPn7vEeFJQFNNUnunxXs6DcjuBTOvXf5pcURS3gBFjzIu+O/g3a6k36zRaDapzdW5WfJ6eq3OzOUelUiX3QqwweCKmkWXc7cCwGvJCzeVq1WVcdbHGYLAUJgZjmbiaC8Lyn1E8qzS5jsuS9BaKKEdYjZuMsVqTWU1umNbpSLCFQlrAGkSegdbYLOMqOR8KHC4EDrGveCRKaBcaMtj3A/7QVjH21nb9s2prP6jw1q/9NsJKGSu2thRBNNP3qTgneqpZeJBte8QRqFSpwO15sLC0wly7RqXm4nmgHHCcKUDR3JLZYa0lz/PX/ar69uv78/BcCyFe9AwXRfG6v+7b23o2nr3e7dVmXb4uAMqtZsFmWB1TxDHShYo/QucjFPvoqV65oIkgwHM1rsrQcYTJBI5wKSjr9kxrNxK4AtfV1Jp9kjRlHHcpwUQKWIxRfO5zT9PpWH7yn72X48fXgLWDM5oFg+Lpex144rMb/MK//iiTScahrshLgRPxMp+/arebchzmV5aZX5mnuTrPvh/wsTAsG9NA2ijVzerZgHvThHfVfC56Ab9UC+k0fMZVFyeOIS+wSYEFIkfxuILHPYXQKTKZYI0pCwempizcNy5Dc4WUWGKULisDCwFOUSCmGhjCWJzC8pS1nKv6RBUX67t8036Xh8cxeaZ5thLyqfkq6C+PQatam+P7/u5Psrx25gCAFEX50sUUqFhIEzAa8qIELnoqMGkthCG4HjQa5eellRKUCDEtHaJKMpzhq1IgX7Wv2lft0F6HAEXgunWUbGKsJS8KxsWYJItJp7LijrC06oYwFCwshwiRM9jfxyJoBB4q9HArLczEQAZrKy7Vqsf8ao1R7HH+SsJwqOj3y/0hBN5SnWCtiXDki3QbZroQIYfKnCtrc/zdf/oBNvdSLm2mXH+qx81nH7v9YrgVsLy+Y/Ffqo0cxa8vt6kvzNEKXS4rSY6hcB20EFhRUNcF3xJNOJlnCGs4lSb8pawgTVISf8jHHIdNIcj1NK3OWoySGM/DKjCOg525DooCKwVJvUJZPGyqqmoLrKNASQrPQRqLimKQgizwsEqBcigcB6Tig3MtPhXWsYWh60iM0YhXueJwvYB3f+P/SHP+ODAFAbIEBEflFoqZ5L8s0+kd59ADMqNBuQoqlSqV+gLGluJ+UoE33d/sFGcg5Oj2llmKfuklURKqVfD8Upxwxj+Z5SObI16YmZ25M+Cn/pd1lDiGwwOAwiKIuYChS4UdLDExHQT2QKFHAReBjoVhBkkMe1dgcB1ufIqDIr9n3yZYu0Py7nuWadQcesRs7qX8/mNDHFM+r7s3YNiBZFAWrz6wIxUQnQo4IbTXwAshmUCtDW/8FnC88hKf/C145ndfVZP+OTEFzhzIeHqjZ3rDs5C3RSgXt7mKtZCnCeQx5GNUo4Fbr/P+D3wDC/MLbG/uopSkPT/HfC1kvf2FM0X+NK0oCiaTyeueV/Va2esQoICjQhynVq7udIEuErIioxAWJTSOtMzVDXN1WFgJMEYSj1KwIDVUmiHVhQZ6L4ZYc2rZpTnnsnqqQnfs0osmWGvo9xNmJFl/voa/3ECoFydGzcZh78h37YUa3/V9b+PiZsGjT+ekk49x8xUqKB+ofb7EqtMe/Ea8tCiFOCKmZWfv9nDHR3b0lfIoTZTk4+0G7lyNql9OZkZYEkeSOw4OOY4ueHuaspjnaAxLWcHXJREiStCuw/lmkx3PwzMaYw22KMBzMZ4EpUpwgZxO4gZrBbkfAgasRhQZMs8xSmCdcuYXxuDHBiMkme+U7gQ/OOBiP1pvQMWitEFYjchTZHErQJHSQUr3CzrRBOAFNd78nr/BsdNvmG5XggnPg6MZ+VlaejqEKkMwnl+CC32k2nNlCiSMLAGEkofaQC86tjxyamL6u6l3hJKXTBBOgVLJIUaKQy9LKRF/a187dtzlu/7GMoHzED7fhsDFIunzcQqu00Ji6TGgi8DiAj7gWvgYcMXC1hgGPbjwh7DxONx8shROlMCphwUPvVvxP7x/gZWFgKu2x5MXx1xUQwINTQvWmZZcisv32fVZxUH7OSH4TVi4A6pzMNiDxdPw9X8Pgmp5nePOVwHKFzQhQdXLDmMSDqHmjAtoQQa4jRMYY8nFEOhDUaDq8/jLy7z7W76TO+64g+fOvYDjKE6cWuXO5TZvOrU61Qf6s7fr16/zi7/4i+R5/kVvI6VE3ibc+KXabUP8i757re3VCrW9LgGKlCClxeoYqQyN9gKeKwgDRWYichvR9Aoq3oC1uo8nYeFkiyjK2O8lzC1Ba8XFO3kMV1gqXo7rSiphk95wRG8rIhqlzEZyKRVvf+QhHnjDWwmD4EXnM+GwKoQEmpTFcO9qQsVXmEXB7jMNnq0ukiVDtE4PGublHP1KCO5tVTmm55hfKFcISZaWo6GU5EWOsYbja0uEoU80iUtJbltmxniuSxgG+IHH1u6I4SRhe7uHNoZK4OE4CtdzGE5ShqOU3dGYSfZlLjlvDTKJEKmHVoLcc0mDEBNWsJ6L6kZMMsO/DZtUvJzGJObuOOJdg5hOb5fuJCZ/+D4W2k2+PZkQA//Jc5koS2EpZdHNkRlaOtN4hp4iAYWVEqMcHJOjsgKRlvcsD0OMdMCvlDM3CqxAWIn1FMII3CSmdmOTM//pN1hvn4Q73gqAkIp3v+/HedO75nDD8vDGlqeDOqgPVk7+rsPCypmywrF3CFCmiUXlICRKfDRTV5/9xkwjjEJOK5q4ZXcyxeGx4EhoRkw5J+aIt2QGPo68Zl6Vox4VeZsevrVTOf0jo6TEIaCGSwpcovRpBNS4H8tZFG0sV2lwFTC31Pjp9WFrAjduQmcTnvoQ6CGceshy/BScOAPHH3BYOubhBj5J5vKZayNu7EWsHIelGpxswWIDdk7CZAfyBCYFjCZw9Wr5dzGeeo4KGHQhSmDvcgmKPvarcPoeeMu7bl2cfNVewhxgwZYFpjpQek4yDqtwBoCHFaL0VOY54dwi9TvO4DR8/EbAeDygu7+DcKA36PHEbzzG27/mYU6eWqUKVP7MLu5Lsw9891/jG7/nr2OnrviZVKYUYCUY54io6HSb28tUzOqlqiOfZ2aO/MalfMpmNqOSzfZ1RFv0Ze2lAM/ly5fZ3d39oq95Zq9PgKIsUhkKnZfejTCgGrq0GgGxliTa4pkxSmoCmRI6Cr/mM5aliEyjKmlWHcLAx3EUOilVHZNMksSWeJyRT9ORPc8nrFY4vb7KnSdXcJ0XN11uLLGdTgTTyc0RMOdD5gnWG4rl1Tnmltfp7VxGT1LUtHVfruaSEDDnKcLQY2WuAgLiVJbLXCWJk4S8KDixWKdeqzCZeNOaIeC6DoHvU6mG+IGPYyUdzyUZRGhtaNQCXNfBCzykFeSpRh2dOb5MTVgQOsfROXWtGWUwMR4E5QwtjKHQhqf9ALdwaClN1aaYVBOPEka9ETbJ8QrLiUIzEeDgIRHTmi1w8OjPZnYznaWZ/g1gBdJolClQWmOFIA08rDNNWTGirIBrJcJKKsLBBdzc0BzFHLt4g9bJGtwxvS4Ea8cfAecsXrU8tJ6GZ3AOeRyuWwIExzk8HTUDMDMv2hSkiCN69HLq8bDTS5NiGpY8gsUOBjtx+JKy3Ods4Jx9J2bHnaYQl/fkyHaz74+MZILpfo6YPQjc5Ag6wBwCgcsa5ZTfQ5DjHdSPkGSmIDWa8QTGQxjula+oC4GE1TOwfncJHMK2QHkSLQWRttzYydgb5oQ+NJuwvALJHqgc8hoUGQwLRbdn2ekZlAOZLcM4UpZeKT0NVaUxbF+F5hzk+RT8fQnmKEm9GhyqQE/jYzPAefh0TutL27LekDlQ+7QvmjleqvinnCLHW8jK0/1lWUZRaFzHQSk5lTYvg5svlg22B9se+fLAWyuEwD3qbZYCUZOQyrIz25yyHPksFikAWfK/dAFFjuO5+HPzBHVFUPPAGoo8QwhBlmXcvL7B/pkTZNw66X6l2bFTd/Hm93wjyitvjcMUbMgpQHEPn6nZHT36KAnKbY6+js5SR0GHD8xqV1peDFBmwbeXK4NxsI0xGG2QUiCl5IMf/OBXAcrMgmqMH7hMepPS89H0qdVgrgXV3KfILaP+kEkasb29R931WAtrWOUQhiFGtBklLXaHBUlesLExJI5SkmibKJmwO+pNWcmWt77jAzz0hrfwvd/0EHfcsUQleDFAMREUsWWxKQi9aecQgAttC28C0u/6yyy/+b386j//Rzz3B79DveaDgGyU8pLhSgvkKSaZEPUEjufgBy7CEUhXsb8Tsd8ZYoxLrV5laaGB4zhl7R0hCF3BsD9iEve4vtlnMEoYDScIIPAcstwwiAu2OkO2u31ibV7iJL7czKK05u4s5f9iDB99usZ/+lQLvn0IbxqgxhFKayateTJjULkkcgzajqhV20hVx3PrjAn4f9ddtLTkjkQpiW8EWsiSy+JOlyyuD8Yi4hgrS/eBqzPcwiDxkcrFMRlGSqjOYYUCI1EGvMLiWIVvJX+nN+H0JOHm5aswHlN737sp/IVbarG6HgivnOhmKj0vWslMQUahQdoyrKN1iZ9m4EEeARNCTEM4oiS3Gl2+Zt6NGe6aUmXw3IPI1qHXQ90KZoQ8OvFNz7GsKoHrTQdVW2bs6CP7eQlcT0zBC4xZQLKGg+ARYB04CzSAZeAU8Oj0TrR5cnSBz4+ucPla6UXp3ijvwTv/Chxbhrc8ADcvwLXnYPxchjUFdy7u4viKj310RDYpWArL+9dYhkYFsgU4/hBUqgoVrrK5U5BWdzCpRRUwHkEcQX8MJoP3/I0y5BOrsvD1h56Gi3tfWs++99QKP/ID34jj+FjhEng+ruMSSIsjQImykawbkGtNmmb0en2GgyH7+x2SOJlml1kcVyIVKEcghEIIeVCTplav4Lguvl8WFRVCkuYFcVbw6KOPcfnSNe6//y5Wl+d519seInAVRZxMY3QGbaagSJdEcm1LLldhygxGow2mMGht2KmuMBP0l55DdX0FG0YkxaSMiY0HHJ0ebaFJtjfBZpD3SScFw5HD2om7OXHqBKdOnmG+1WY4uITn+Kwun2CpOU+bwxJoX4nW7cOVq3DnGWjVSxAxAwlw6Dk5+jpqs3Fi5iGRL/Gb2e9eatuj3/1x99FS+rzGUcLmzR3mWw1Wl9p/zFYvb69LgOJ5EPiQT9MYjdVYWyBMTtUTqMCH1CWxDkWeE2vL0HgkWpFrFwoPtM9gXDCOCjq9nCjKiCYpeRFT6MNsm/n2AidPnGaxXWOu9tLNl8cJcT8FL0BYxeaoTGFoN8CRUJFwbKHFfX6D1twyjtvGigJrNUxL7Ukpbhn4LWXV1SwrSJIM11qE5+AIiXJcjBVkmWYwismNoFar4HuK0JElN8PAcJSw2x2z358wilKStEAKQZLkGCFJrSBKc5JC85WS6ClLOTZiKcldEMG07bOiDLFIB2sFGknm+hjXR3kBgZZY5SGVSyEkO67CKDCOwEzBR+kWmLkspis9YUAppLWoXKMMSOFgFWghEMLBSIFVbjmbW4HEoIxhRRsWjeF0oTlRaPK0YCId+qfWEUUFeUSDbzYImSmhdKrpdsjhOPKCQ8LqzDMy++2M2HoAKJiuvGZZN8xWzOWcY+WhB2aqOXdLOvEM8MxAzVGvy+2rr9lq/3ba98HxbgPiAhfFPJKAWx3UM7ZJC1gCTk0FGOfZ2dvjuasCrW25WnRKfs2ZU7C0AI0F0M/C7lWBFQLHE/STDKElg32DzSzKhyyCzg4M+xBFUJ0LmZtzGcfl5O6F5Wm4FtKs/E1RZqaTjcGrQHMRZIPDJe+XYJ7rsNKqk+eW4SQvPbeOYrER4nsOjlBoK4mNIk5SdJLiCQiUpFUJKVwHRymUEni+QiqBdAQHZNRpw4VhiJASrcvKznlRILRGmjK33FiLpyRV3+X4Upuq76LjqOwQRqONQVuLKQzWGLQtKz1rU0yr3Bp0UXoyB4XL5KDNBdbKsh1nbjgUt2Q2Wostcmb6VMbk5GmEFOC5Hq7j4aiygGrgeayvr7PYbh9Myl+pliSG/rAgLSRGyPJJEEcACjP/0ssDD/kSr5cy8TKfv1izxpBkOcPhiI2NLeJoQpGljCevTmTydQdQhIB2zaVZ93GBXGuGwwkikzQLl2MnG5w81mS3kjEaVtna2KY7irnYGWOdKrKyRFX5VIM61zf6dPaGjEcpeZ6R6QjLUeVWy/rKCg/ffS+1SvVlz6m3eZPrF2+yeN9JqDb5hU80wXX4zvdAqwqLVbi7JjgTKj649CDnFwaMuk9RZAOsTVAKAk/dEj6yFgbjgn4vI9HgV3zmnICq51GtzCG9PkY6bO2PkP0Yo1watZD15TkwAh1bnru8x9PP36RvLZmFORxcKcoS2kgm1iEuUr54OtefrU2dUlxzXX66NUfyDoPztu3SLRxbJq2lEhGORlgpGNWbGC2Ziw1ZmhFmBSr00Y5DFroUriSfekusEBjpYOWRCK4QgMG6BX6S0O72SSsVkmqV1A8o3LIopcWW7FMrwJMoneHrhG8dJbw3zmjKkjnqhVWu1UJ+/i33cufNEe/93NbBtVldgoViSiSdJduIaZewAFk5trtueTN0URJcp8LF5e+OgIAZ4BDTyCDikNR6AEJsuf0s08aYW7NtZhoncuZmPhJusPaQniNl+Rlu5ayI2bVMf3sUo4TMcxd34ZIgGFPyECaUIokBJatgHfgewGJwOffRDv/fX36av/i3Ck49YDE+1AL4tjdBouHaPjzzKcnv/6Lizd/qcOoNis1ORppZoj1L6EG7DTtb8PznIY7BIHjLe05RXwz5g/98lZ29hDSxJc/HgckEOrswugn5GD52CY4/CD/4f0J1CbwW7CzAuVfdsyHLcnZ2erxw4Rqf/PQ5lpaWaLfavOttD7G00MIaGMc5F2922d7e5eLzl3BUWfDz9IkVWs06x9cWqVQCatWw5Hkr0NpSaEOUGrLCMokzRuOIp849R28wZHN7B6SDdDwu73XpjSOqVzfIsozhOC6BeZGBNVij0daip+Eli0VjsNPXQevOSEziEK2aXBPtTEiH8TRW5gMLwICSKDtlWjsS8MDWKLSlGHVIowl5mlFkGTrPsVqztNDmm7/p/SzVXNSXBT321Vt/mHL1xojFM1UcPDzKEWi2aJxFe28P23Dbdw7lszYL8XyhauWv1oqiYGtri6tXbvCR3/t9hBA4ysGROa+GJfC6AihhWCMIKnhugJKS0MmoOJa677BY9zizGFL3QEZjRp0R+70JnUFGmhmEGyC9AKdSJzOCbDghzS1WqHIVYDVK5FhboA/WfSCNxSkM4iXiMOPBgM7OLueffJrnn77E1tVnUUGV7fF7aS3METp1fKdsNSkErrToPCZPxrhkeJ4hDH201kSJxphbjzGw0DGWSapxbcZITahmMExhf5gwzi2x0VDAXm9CFBfkucZzHHzfZZIZHD/ApinaaBI0uREUhUUjSayh+FKD53+qJtBK0ZSC+3TOhpJccHOKKwFmz8VWQwgEnBhDKMB32Ax8Pl6vsJpnzOUpqZJkvkfhO2hHYKREGY2fFRwjZ9UKnrlWZ3/iwQM5IjB4ccz8ZMJ9vT75OCL1x1xrt+lWqxSeh5HlfmYxEAk4WpeE3klEJl2wgmqjSqUWkkuBvu1hNlNUMut58gjfY0ZKvcV7MQUU8ohnYgY44PB3WpdOINThvm6nK9jbAMtRcuvsWIdPxGEY6ChX5YAHw60g5GCb2XkeBVAEKE4hGQDb03+cAHuUGkQVYES5olYIXObqbY6vrJOPd+htTWivwEJDsOR6pAriwHL36TbDd85z5n7L/Lqhu7vHoJdSpJbcQK8HvU3YvgALK4L2gkTmI/JRyqSXEg8LpAVfQrWMxJKmJSCUAo6fdFlZhWygwbEkxpIdjde9CuuPYh596jKuzrnvzmMY4YHVnHv+Ku6VTYSFLNPsdcd0un1u7HVpVX2a1YC5ZoPVlQUWF+YIfJfQc0BYLIZiysvyHci0xXcVoae448w6+90eeZ4xGEX0hkNsluFiGAwjNpweTzz5LCvzDe46voAjS+xg7DQAKcrWFVP2s5QlpwgsVgiUsYgjGQACiUeFfCa6aQy3rvfzsvm1X8YD/RB8B+E5DMcRW9u7nH/uAvOtFtoYfM9lseZR99VBP5vt8SsNrjQaimPHXRrhoS9x5hXJDYynmXdWT3loDuS6/E3FKfmOHhyk4Uu+tPtQaE2a5+R5SpGlzPQChFTEccKlS5e5eWOTbmf/YM6ab1WoVV95Yd/XFUBptZZYWDxGGLhIYWl6E+qO4OGlJU4s1nj4znmubG9zfWeH6y9scW13TCcHx3M5dayKU5nDaaywP0jZ3drF5qA8HyMMhoxAJBhy4qNgJM5gGMNtaaEAuzc3eexjH+fjH/4Mj33yaS4OL5A5Dh/4nv+d1oP3slCpEvqqzMqgnFCi0S6j7jUWK2OqoWb9RI3uKOPpi32KIzwQQzlk37RAVCCiAqefEMoBNemTmIzMaOIyGES80ZuSPTWVIKDZrCGVorW4QH93jziOGc9mwPwrCZQcmhWC1PM5JiX/II74sGO46Qgmj7XJH5sD7UBLwz9S0BAQ+jxh4Vlj+I5el3cO+wzddaJ6hbSmsMJCUeBnBY3RkG/INN+cGX7yv9bYvxbAjxWo1Zxmv8Od/QHfdmMLm1uK3PJbZ+/kmeUlRpVamU1U9w9cDNIYvDQlH/YZ9frEwkG5HovrJ+lVAtw8Q96mLml06YCx05FJTSNNM37IbEE684oYe5iVI8Whl+Joto21kGXl37NMH6WOgKAp0ZVZaKjggOR6NDTDLBwkDr+z5hCUHBB3OTy/2WeO7Of2NONS0vARYJMy1JlQpnhoStpjc/pdDwgRVDhzep33vPutXO9+gku9Ce//H+DUiuIUDQoF9bbm+Pvu4Z33v4l0YUTsjvmvv/hhbl4Zk0/AKLh0GXaeh+uPwzf9Jck9ZyTOZIM4sQy2IRqD70LNhcV6mV80icoJIgwE7/xAlblj0L0SYXY1ek7T3//S+vaNvT7/2288yl95z4P8T3/l63ji/A0uXN/lv/7ep9jYG5QkayGoKYfEGvpac3a5RSN0OXPqOPecPU2z5uEIiyhSMBprMgqjKYyelgCR5CgMivvuvYOdnQ6tepWnnrnAjWsbeLac5Lb3+ux1B0Sdbe4+c4yV7/1GGoFHxXcwokzP11Mno5yNKQissuhpVFQaiczEwVJfCoeaM4/BZZTk0/E043A6jcr3QoBTheY8MnBRFZetvR773TGD3T4L7TZf+973EAYua9USNAlxIH1zMFF/Jdnx4x5veWuVZlD2epfDTJxIw86kDDOmKTSaZTp/kpYAZLVarsVq0+1eiwk/LXL2R0NGgw6j/n7pxhUKxw0YDcc8+olH2d/rsLW5SZ7n5HmOd/YUteriKz7W6wqguEFIpd6kVZf4UpOagIoSeG4VbVx6w5xRZIhyUJ6kUnVxvTau77MwVyVH0J/sUuQGgUGo0j1vGWHsmIwMrD6q0QQ2At0Fm9+yigSouIL1isP6fI2dtXlupk1Qdd7/tSe5774FXPeQVyIoH6TV03dy5qFHGF/9GHGc0O2FjL6I1ZelfNYTU4KpwuhbHKuxLqacf0OepSTDGa9FkL6CnPwvZxPWUIkTXE+RAnnVQ4c+9hEBx4qSwegXMGfBMZAMsUKQNwKeWmsz9AXbNQ/X5rxnY4cCy2O+jxaCkRfweZOS5jmLyy/wfmto9QMiV/Jo4HJlfo7f9Cv4wxh/GHE8t6z3Jvy2V2HXBYxGaIPKMu6OxnxtMib3JX/QqvCGYUQ7Lxh2O4yyClljeeqlO7SZYuvMiTYd8w+9KOJW8HHUmzILyczIqEIdEUrjcH+z38w0SqRTxrpnLABtDr01s8wfYcrXjJNi5OH+nNnKWRxyUayFIucW3gpMQ0zuredUuvf/kHJyGk7fE2CWDdCYHilCMAfcwx3HS0Gvj50/x050k0XHZZ4KktO4IqXFLmGtSWt1iYtFzv5wwmDPZbjvYkVOpmF3H8aFg2j77PYUzz8rMMMJvlcgNdR9aASwsia4615JLhThnMLcgKpw+MavXaO2Zrhe32RUZHRijfcazYpKCkJXcceJFZrtFvvjgqub+1y8tEmS5XRN2dguEDgu1SAkT2PGgy46ysEU5MkEozOKIplKDxhyKzAWciOxQiK8Cv3BiCLZAjvE8WCx2aZSqSKEAqNJJx0yrRlGZUmRelB6ddB2mktEqbh8pCvLWzzNh58dRzG3MIfJLSPZowQnQ2besbKtp4GNQsMwxRYWLQSZidEYBhWXoOqwenyVpdVljBCMrWFUGGpKEkr5Fec9Aeh3Uq6/MOauMwG1lnsAsiwQDXIuPDVhPI4YjyasrNVozPlEUYzjCOr3LEHgEE7DvtMEvz/WZnPZkUf0wMajPhcvnGPY7zDqd8gLiTYCrR3iOGV3Z4fhcEQUj8nzgjx/9SUMXlcAxfMDKvUGc3MQqoLhxCdE4Loh2ki6g4JRbEgKgeMpqjUPf24Z3w9YqMMgydna36XIFRIHpFc+QnaMtSPyqZPSAzSifJBtDKaPtUVJ4uLwsasowfGK5MR8jd21BZ7YPoaQS7z3nSc4e3fJbD7qSpcIVk7dyekHI566+YfE45xu15J+kQ6Ncs1hyF5ChTS1hztJ8oxR/mWuafIqTBpLmCR4riQtIHNraMfDvgGEV4COgQLUdLmeRFg/pKg3ec62eL4eYB2Xus75+q1tMmM4324zDENG9TpPZJoL5HzL8kXu9nqcHh5jR9T4+MkVrtdrXF+q0tjt05Jd/lpueaA/4dH5ebYATIEscrzRiLOTiL+URvyKL/lkWOHUZEQzzZh0O4x0Ts4CWtzahpZDcqywtwEUcetr5vmYhWtmWiXWTIEJ03d5BJhw+HkWlpmlKOfF1AMzywYS4M7CNiWH+8BbY6eBbcEUgEx9yQcAhUMV/6PhH+ncGgYqbYDlk1g8ynDOBEEM7FCGeGqUZNkm5VN5N6ePC44fc7mY1In3YNF1aYsqkpMoRngMsbU6VOe5enOf8RBG+y7jrod1C7Lc0u+B0S6qXWGvrzDnJeNrMRUfKislpyWowPqK4MGHHQrHo9Jy0W1Bzbq87x3L+KuaPzJddrqG5Gp5v14Lc6YA5dT6Miccn+4wZb5ZY/NmhzjX9E2BT+l7ClyXqh+QJxHjYYdYD9FFymTSpygysrQUnLTWkBuLNuXcjxA4fkCUZhRJD8wI14OVpRbLC8tUlEeeZzz9Qp/CWEZxQtX3yg5lxDQHvgQpR8N2B5OdBTsdS2cmlaLZbpBOsumKPKcEKD7l2n+OclrulN6VaXajdRxMPiLXCaOmTz2vsbK2zOLyIhoYa8N2XnBcODRepVjYn7UNOhk3Lo5YX3JQc1OAIkoINxnmXDo3oNfdp9fZZXzXCgtLDcajLn4gObU+jyMVsVM+ijM189vVzm+3owDldpuMB1y6+BTDXglQohiyHOJYkuWaXrdPHMfE8YQ81+R5gX6VpTteVwDFd33qQQ0nLVnlRVwwlgWX0x2qVtACak2Pk6sr1E60iHLLMJqnyCV2OMEtEppkVFyPpuczihKiPEXYQya5xaGgytve/hb+4re8nze1LSf9fbKdp+mk29jGOllW0NneYHjhGTqf+UNOrs3zwEP38oEfeAe6eoy1tZJQe1TQGcrB+S9+4yPcfd8KP/rYL9DvbuFEEZn9IhHKn3Pz44T7PvM5FqoVnvXr3DQeSXEP732wy/0nxlTcHCU0uY3YUJIP+iFx1ZK4HpgyO0DkmtRYfml+AQ10XZ/8WgUea5K+KUS/IeOxeMylQQO93GJSDYkbDRAOWIfoyiLFR5f57+8Y8UdnEsZWUx+PEcMJp7OU7xkOOKENjtYUXpXY96k3Gyz4BcPcJfRcDOZFUthOuXvUFHgo9zC8c4uJw+rAiBI4ZFMQUXJfyqlcTJ98ow4JtzMSrDv1nlg1rSM1dbA5Uw+HtCCKch7yp/stTLkfPR3VhCzP1YpDz4w+GtoRhyDpIDXZ3jogFuQM2MXDorB4rOGyCixSJjNuUwKXh4CTAEg8XGqs3+sgzihOVE6ywAKSxelVFgy5QY9P0enHjLdTqvIEi41lGic0k3TI1Y1L+EpT8VKirmB/CLuXDDKDRgsai3D3W8C4lkpFc5+rOC59djzItOKJ7S7djZz/4z+PMSonaMH2tS+lZx/azIumdBmQOX1sEc91+cznX0ALw3AwJpCCpqMQOmY82ePG1YJx10faMVBQkIGwt4p16VIjyViLQOAVLlYbql5Ou245tqC47/QiZ06cYnV+maLQFHaI50vieEJW8cBapnk4MPWhyJIifsRE2Ye5FYxmacKV888y7EfgFaA9yBuU5CgHsdQAKbF742ltrRTsNNgRBkhHoWoC4yY8e+kprm8FfHi8TWOuxfLqcZqLqyy1Fl6bRvhTtkGvz/VL17nrQZ85G9KackpcwC8SitEm3RuXufTC8xSDVTrzdTp72wSBw+mlCp2KT5bHLLSbrK8ssNBwaFa/8NT/Up6TmWVZTr87YHtjk52t62SZQmtJVvhY5MHixg88lLIoaVDy1UGN1xygaK355//8n/Mf/+N/ZHt7m7W1NX7gB36AH/3RHz1AbdZa/tk/+2f8+3//7+n3+7zzne/k537u57jrrru+pGN7jiL0PVQ81aW2JYt8wIRUW4rE4jfnqTQqqLkamZXI3QrxxDLspaAdPKtwlYtxPDKRkFMgj2BJgYNQNY6fvIv3fP03sNx9gsbkOtloh8xkGNkijlN2Nq4z3rxBf2eDO87Ocf+9bR6+6zSieRKmvPZDR+jUhOCuO1aZaweElSpWyDI0YL8SNEj+7M3RBWu7+4S1Klt16I8KdN/l5HzMW6odwkr5sJh8xPOOw4dbDpmXgy5wixyvyMk1aCt4WlaxRpbCUT0fXgjQ9zjomstGtcV+4bBfrVJUfPCm1DUtKCYhxUaF69qyVxG4Oqed54h4xHqa8M7RAKEUkeNiLbhCEng+AQ6JFfhSUjcG/zaActQzwsy7oW7lgwAHuiPqiHdk9r1gyt6feVSmC94DDTpzKCg2867ANIwjyto8Yvo7MT2oFNMw0IyLMttoirzt0VHuyEnOPDwHoagy+niLFaZglI8IRUGoNA4rcKAJaoEx5ZpwkTIEABIHIXxaC4oCyRxNaswBFYz10NYwYUDP3iCKA4qJwhV1Qq/CXBOcVFDpC2pVS3vOsG0UaSboRz7FyGGSpOTClunXgEot8ym0UokKJGMENwcTrnUyPv27KV7NcOxuGHa/2F78x9m0sYxBCkOrWSM3MNeoMkpS/ElM6CgaoUfgCaTImYy6kINgAkIj/FL92nVcxPQ/q8uClsYYhBAoWa54fcdS8aFRkSzNhazNNzizvkqhNUsLcxibl9kzRelBLj1nU7XXo66zW8wip8edmc5zenvbJFFRomcpQVRASoRSiGqphmc7ZXgJoTlgjStV5nu7UIiMze2bCAU3ty+xvraGG7hE9SaFtVPgb3HEi2umfblaEiX093uMo4yoAD31UkoB0hRQjImH+3S2rlN1Mopxnb2tDYLQo3tzDy/0GU7G5LGhEjaoBZLmyyedAl84DGS0IYkyxqMx3U4PrR2MUWQ6QEiHStXHWouSEiPtgZ7Oq7HXHKD8y3/5L/m5n/s5fv7nf57777+fxx9/nL/1t/4WzWaTf/gP/yEA/+pf/Sv+9b/+1/z8z/88p0+f5sd+7Mf4wAc+wLPPPkvwElLxX6y1m3BqzZJuTDB2wpk72xi/IG7GxJ2Irctd+t2ci5cjjq8fp1qtMB75DEcFl3cEeeZQpDWC0Cd0fFoNRbVapdvpYjOHBAir8xw7+TD14/cxbK5RGV/CGSvkeJsi7XNj6BCNRvSf+SQLZsiD9zVoODmTzV2C4yOcegQyRCBeMh5YAeaEYq1+F1Er51i1SzeJOLf3mo1wr1urhBXe8fa3s7cwz39qrTIRdRbp4wx6RN0BH/bbTBC84+oN9qsh8fIJclyIMt51bYs3b+7wW+0Frtoa+W8uYnsBpCHcB/wToA0IwfDRE4gLhuIHDbQFZNMcW2nhbRncEfFdts/bR/G09G+G6e/i5xlRGvGZVovfbLV45zjlH/T7zGmHgXGIcsEJIfh/9WK6k5zrR65tpvI6I8e63pR8qkpuiLGHZNlZqGQW6ZOqBBGOLMGJsJAW5Xa5OgQ1wk5j1BpsNo3+SzhWAd8pyXdpWgqT+UFZ22fmHRlk07DOLH9RlYDGdUqBN0eW9IQZaJLTFN0ZZjlaAXlmg1HGH3x6i7PHqrzlzgWEMJSg5J0cirSNKYmz9elWAdDkHgJO4VAho+Su9OjkI56dGJKsIE1zpJ6nXQkp5EUG2YDuc1DYHFtUaK163H1vyJsevhNXrPHc59rsb6Y88/h/IawPeeuyYf4y9B7VZNdH6N2IB35kBXVfwL/6vQ7nX8hILhsibYmeg3zCa2gz4pplrlaqXb/zLQ+ytdtl8YUrLM/Xue/OVVbaAQtNn72bF4jGXZJMgzS4VQ+pHJTjo1A4KHShscZQTMn+0hE4UhE4LnOxZRRGuPkQM96l7p1AKpelZoUojUknEbpZLyckpwQXwthD34kFcyQb0Fp74E07MJ3D/hbEeekq9JrQPEZ1eQ6v5jMa7FMkY5AphArmquWzFW1DrDHC0leGaFLw4Q99GCENcd5l//RJrLLU6i3c5TXGgy4UOfe3lgidrwz5tnGvx/bVq2xfvItmCM4ihB7UPIhwWFmoclUWTDp7XJ+M2HEdJsMxYeDx9Ccep1rzUb5BDDtUdMqCdwJaS6/6fKx1sKYKtoqUFYRwMVYymuqEDYZ7CARKuuSZIEtLZd9XY685QPmjP/ojvv3bv51v/uZvBuDUqVP8yq/8Cp/5zGeAsnP+7M/+LD/6oz/Kt3/7twPwC7/wCywvL/Mbv/Eb/NW/+ldf9bGVFLiuJFcSHEVQr2G8gtwFKQu0VqQp2MKQJRLPddCFRJsyjmysQkkX5Tsoxy0fUqsIgyp5AUWhCcMqa6uLtOabuJUQ41VIVYiJM9I4ZlsPSYYDsk6HVqiptAMyI0nGlsXCHtzwW9cPs++mqWBC0m6vsrw8ZDUw2AGIrwKUP9Y0ipFeIpNtanNz+NbSMH2qUVYWSdVl6QCdWrQHRnkIK3HSAicvcHSZimK1hC0X9j1IAjhjYL0o58KbAp2psmaIM02t2XTAK5DtDBlmyNWUlW7KmUmOznLyomBbOAg0hRb0rOSKdHlQGCyCHSdEIWkaQ01ITuSWq9reClBmH2Y8k5nnYTYHHGG0mWlGzVG9kpnK62xfevqaFQyUTGWwBUhThnAEJQBq1CFwy8zOFIuIDYEr8DxBmutSuRZVroqn52Bv48WIqednxp+ZpUkf9fLccp1Ammm2dics1F0KJM4BNX2WwbOKpUdJmk2nt6esJlKlRcACihba1EiKjKiwJNSJi4AkFQwGGYMOpHGEzmKsdXAdRaW2RLvhM98MaVWWCd0l+itNlEm46Qc0dcxcJ8PfsSTnS0qTXxEEywpWFHvdnP29DGktJoN4/KX169ttFmwWWFwlCT2H5cUWAHs7eyy1aizN11lZqLI4F5D0A3TmkBVgpSgVpZWDcpwDgCKFwBiLEPqQ36QUjuPgOQ6BqxC2wORpqVzrSHzfI9MZWZ6RF2VfFlKihKBMY556LKzlaB0DgzlIPz68KFvWBCim8UgBOH4Zr3QcbJ6XqSqz7ZSdyiTnOK6Lch0sCl0Y+r0BjiNwA4EwpZuwMLZU2I0TbJYyYUSOJElSjNYUeYFUAqEEwZyP47u4xkUKhRv4X7K3xWJJMWS3uwm/CCslKATDvQlbV7sUQ0vgWeo+dHeHpHFCkWWYvCDSYxIgizNsoentdCiSkNqcQzQY0t/r0N2v06j7NJoVPO+LB2kzT22hLXGkSRJLlpWeKGsFRVECXGPzUuJeSKwt/+32QN8Xa685QHnHO97Bv/t3/44XXniBs2fP8uSTT/Loo4/yMz/zMwBcuXKF7e1t3ve+9x1s02w2eetb38onP/nJlwQoaZqSpocCacPh8CWPnRaKcepiwwWEr6EeYIUmn4wQxYRatUXdcag5DqqokEw8jHFwAsHyvScQslzt6XFOMc7wvBxkwUpyhnAUIXf7nFxf5tu/4TR3vnmFO9YrDCfH6Saa689fotuP+VRvHxH1ObbVQ65WWG7Pc304x+5gjg9kNU7IkD+OR+16Hm/9hg9w5333sTL8Q566fJlPXNl4Fa3x58v2Rx4/8f87wxvvCfmRvzyiu7fLxvWbnFhZZL49x7eOU4q8IHPrdIMa1qniZQmV0YAnag2euLNBP2iSRgHWelDMGJ6yTFH+PQm/I+FvdOF7UqiGsOPCz1ZwjvUJv/M6FampSk0tN0gs6ThmB8X/euJeVpKYv33tCtZUcMbwm/VlfnOpSsVvsGgl/9POHg1bYEQxzb86NG0APeUPzoCGKTNi9JTfIaau3ySZZstMQYaUIGb6CNPLyopysHFNOQhURBnT9gQ4eelpcSUEHpxcKKvyigrYuMBUU4TjIBzJ5vaYcVLg2zaO44AqeS16GvqZhYQOQIg4rGY8yxYSsrwWzK28hEmU8cL5Hbyq5S4WWMTSwqEkT/YpPSghho8haE2fqgZQJeS9WFYQnGVS5Dy5/SgiqLC28B429ITd8ZiP/P4Fnv1UFyYxgae49+EVWu1l1k8+QqPt01r2UeMMxhknw31azQF1f465XUn1/7mP1ppuUfDwP5jjzu+d48qdITcsXL6SsbedsnBXWQOod+W16+PWgjYW15a8HCUMwpXcc+YYC80ak26HaiCRWULo1GjWKrTqDUSeEicjNAbphCinDPE4U4BiVAkkrF8uIvM8R0qJ53pUwoBavYY1hmg8wQCe4xHUmoy1YXdvSCvVpDh4rii9errMDtKFLsNGUk7rA1mkgTLN4KgJDqXEpp1DWaLdXSKTY4f9srObKbFqMgTjAQGL66dpLS8wsX0KChQec/UmD997LyeOH+feM3dzymvTGEwIO2OKwZjnrl6k3xlw/qkXGHYH7G/sEbZcgpbLfd9zH0v3LLE2PkXdn+P4fXei3C9tqiywXCNmiwTzCifrtZUFHnnwHi4+/gKPf/jziChDGEOgNCiD8TI2ru8iCRglXVI9wbMBthDcuLZFu93gdLhMZ6fPoDdm8+YWjXaDb/uOd7J+YvmLPg9LuQzoDhOef26bzt6AbifDdcv2zacMez/wSwDruWSZRboGx311AO81Byg//MM/zHA45J577kEphdaan/qpn+Kv//W/DsD29jYAy8u33pjl5eWDf7vdfvqnf5p/8S/+xR977FwL4kzhigClLJn20JSoTjiKWkuw1gpYbQa4lSZID6eTMdHg+x5KKSq+SzyIiD1BbkqVxUqlgkVhtGBpcY61tRoLcz41KYjCJqa2SuHskQFpblGFxVeKsN6itn4P+X7A/jDg6Y2Eju1xz4kmgVfe+ttD9BYwQuDUmwTtmNWFU2xEr6l/+HVrxoXxGUm6KqgaiDONG6VEvRE2LTBpepArW80Mj4widDSGzj4y8MH3eDoUJMqBwoXMg9yHbQOP52VluLs0ol0g/BwjPYQHzvEhrUafM/0ek4rDuOphsGhjiJKMEQ4jfMhcHt86wdUlQbbgYI1CZJZlnXHMChwE2ljGkwnJbalbMw8EHGbmHNS+4TBtWDDVE7mNhj8jqc76m53+T+pyMeoK8AWEDjhCo4xB6hTPGBxrcKwEFWC9HFWJMYXGpAWuzfGFwLhNCiVJZ5yGqZcHyvDTjBR59P1FeYy3jWHK8ajXVyhsyI2tmLBZ0KpCmWocA/NAFcEdwMp0K3kAVIyZZ7dXYX8Y8/Q5TdBwWD/rs9MdsL3XYzSMKPKcucoitUpIo7pIe26eE+sNUBaTFAwubpPc7FCb9KmPIqrDCf4kpRgbdNVilwX9umXDMZy7NOFGbFg9rks9Cgn9Tbjmwmgfxq+BE9ROvUhCWKQo/1ICQt+jGgY0Gw0kOUmckWcl8TXwA6rVCl7PobAFrpQoqUrpe6sQqFKglZIkW4Z6CqRUOI47fTkYA3lhptlkgsIKolSzsT3AV7ss1K+z1K4z16jgKDXlHpTF4qwpheFmhGxrb4Mn0sGrLqJlWtaEEi42TbEmLQnshZ1ylLISpKSKarNNc/44D7/hAU6eXmc32ifOYsbdIc1anTtXjzFfaxLEms3zV9hIU0Y7m6SjEZ3NLuPhhGuXNohHEaP9IXNFhaaqstDfhX3D5EJESJVBr0+j3WL19DrKc3H8V+Z1mACx1ezabXp27xV7E5YWa9x/7xLdzoheb0x3r0sRxyAihLKoUDDoD6flCTTG6gNdLYzAFIYkSrFxisZSbTRw3aBMF38FZgxMEhiOC7q9iP4gZjBM8DwHR0mUX5L3lZLl345E5DlG59iXyCz9Yuw1Byi/9mu/xi/90i/xy7/8y9x///088cQT/NAP/RBra2t8//d//6va54/8yI/wj//xPz74ezgcsr6+/qLfTTJJN3JouyFSSgYxaGNIM49aRbO4Os9bHlrka+5dwMVBF5ZHz12jF+VMvBDfDWmFTbr7Pfb3OtzsFPRGOa1mg3oFVpYXueuuBe69f4HF5SoLCIbN48AqXOtDsg37I1xHsjhXZe2Oezn9dX+VJx7vcf25EU8+ukfg7/M//8CbWJt3XrIeggYKIchrcyipuPeeKnsShPgvr+re/bmyOeBv5lB10T1BnlmSuKDbuUmaZmALHEdxYv04S0Lxj69t0+/us3nzGouLbeqtJv/3+gI9x4O4AqMAkjo8XsClGP5aBP/XCBXFyDghdyRyzlD/K/vc3evw1y5f5hNry/ze3BqJTUjznJ3eiB3rolOPq/tz/D/+8EF40wBx/z6tyYTmYMxfSgbcZS1BNSAqUsb7W3Qzj5IQWpqa8jpmQmd5PuWgzETbZhKRovScWFtm+RyAFlOmC8+yaqQpKTOuLr0moYZqUOp7eDbDNRn5eBdVxIg4L93tdg28DFpDip09sm6XQDfx3ArNeptMSnYLh8Le6gk5KDp4GynW2C+saFmpNll88O3k2T5/+Knr1B46zvqdltKDEgCrwDyC73mJrVsUxTKffs7h0mXDB385Z34Nvuab4Ganw7W95xn3BLXQ4czxN9FszLPQVqytVXjj19TYuNbh+ac3ePrXP8HW7z/H35yHUw6wa5kUcA1gVSDfJnmulfO5nTEf/N0Be72Mv/63YHG1lLm//hx88oPwzMfh/KNfQt8+vJtAgRQKRwkMBomkFniYep3ja+sMeh12t26yvJCRJIZavUHgCTr7m2R5SqAUUimU65apWlbhSImQgkJrtDbIokC5Dl4Y4vo5rutRaEiSgtyUur2TwrDdjfijx69y6eIW1y5c5q2P3Mt9Z0+y2GoS+D5KlVOM1brU8tEai8BYcUuisXJCmisP40QpSRKRjzvk/X0Oc8xmyh8j0BLGVdbOrvPw130D3/ddf4F3vuV+nt7cYbfX49nPPErN9Xjr3Q+SDydMNvf40G99hD/65Ge40r3BKBkD6TTd2cG1Dj4+J2pLHBeLVHdu0DcdNn/1Ono/Z65S5543PcR3/o/fT2VhDsef+6JbywJbQIeMZ/XjjHXnRd7RP84euG+Bv/xd99AZJwwyzeXPP013b5d+dgOswCVkdjfLqmlTICgUrvShEPT3BiR5yjiNufPuuzh98jRh+Mr4nnkBO/uwuZ1z40aPXrdHv9+jEjh4nsP8ckjgKBxH4XoS15fEsSaJJuhZKuArtNccoPyTf/JP+OEf/uGDUM2DDz7ItWvX+Omf/mm+//u/n5WVcqWzs7PD6urqwXY7Ozu84Q1veMl9+r6P7//xMrntZsDJY3UWfRdPSvZHKZm2THRAPbQ0W4bKXAu30cJ1HZQ1rK/tUOkbntqMiEzO2GqGvQGD7pAoyikyQVjxUVLRqDk0qgFXb0yQXsbKGsyFAqsN//3JT3H+2ee40o2Ykxl31EZMovuQYYXWScFxt0LnOckoK6Yc9pcwCxMN/Rx6uaawimzuBLp2Eftyo/hX7dAmwB8o9lYdPnyHg7IW4ozd/R7j8YQ77zpFrVqh0xsySVJU6HLT9Th39m4eMQVtrXnghUv40RZPjt9DMpW9XG0OePjeaxR2Qn4+5vxSnUEl4N2dLnN5xlw+YT6NsXpasdUqPt1os1FVjOIKw1yS4mNrIN4yYcHf4thjz2H7PeR4wvOThF2tcX0HrXOifodgfpX6qfsPLk3KaXjniEfEmKmmyIxfIg5JqzBVl+XwO1scggVlpy8NrrQEylB1NK1qgc8Eh5j+ZAdTRGAqpfsl6yPIwUQok+O5AqkzjBHE0QAtCgozh3bEQaGPW2rzzM5l+oc1R86dFwOVmj/Hw+sPsdl7mvOTGxgSOJC918DdUybXrVtaCy9cGbC5s81H/nvBzesR+zchHmcod4vuZERnKGFSxdEhXsXHrUGqdulGlqeevUbv6pjOsz3u6/Z4m7acnUBDwo4G7YIzB9mqIjrhc2Ng2H4iYnXJsn5CMTfnoLXlc5/JSPqwsAKV2pfcu49eIUfoxZT+DBBYtNGkhWaS5AyjlME4pqpAKgfP9xDSlDwjMcu2KbdUSiGnOiFCCFzPw3FcXNfBceS0llJOmpdlMSwW3/eo1QKWlmqstKqsri4g0HT394iGvXIV7brTUJGLciSO6yCEg0BNO8DhVeSFJk8z8kmEoYCaPOwwJig7b+aVD4IKMUKgTcowTdmbpEwGQ9J+n2J/wN4k4bef2WQyGtDv7nL+/AW2Bxsk6RhjpkqBU9afFS5ShlSWWrTPLoNwSPq6FK9zFNoX9OIe5859mva9bdoL88xzkhrzL99CFno5DLVl1x0wEH0y00Pb8Sv2oJReKMG9Dy4jaw7da9fwrgoGFy6itSGfglSFmu5Z4aLwrMQWGrSDIx08xxJoy6g/4ea1Te69fwnTqr2oAvkX6nalkKPE9QPCahVtmtRrDn4gqTcUri9wfbDWMBqMGPYjBoMxWfZlooMSRdFBR5+ZUgozdfGcPn2alZUVPvKRjxwAkuFwyKc//Wn+3t/7e1/SsRfaIXeemmMldEsth40RUW5xCKhXBK0WVNrzOM15VNXBEYbTo5Cqm/Lp831GE5iMxyTDMfFwRIaDlpLGQkCl4nFyqYJyXS5cHlFrJjwgYL4CFaF5/NMf4w9+/w/IyFir+jxwZonRuI+ohMzfUeHMccuTO5rxXlLmir/MNYwKSyeDTqoxVpG0TpPXV/njeCtfNWAs4Lcctu9X/Po9ilMY7okTtnY7dLt9Hv6aR2jPt3n68c+Vg2Xoc+HkMR598G5Wb97g3u1t3nT+OdZ24eLoHSSFAllwYqHLdz3yNEkxYfK5mM573sS41eT9Fy9yJpkwF0qiJGLLFKVEg1X8/twCWVAnsG1UbBFFAA1wvm7E6rlrvOX3H2N/d5vBoMe54Yg0LzDSYApLHBXc9cY38s7bAMpRzRMzU2+1Uy7HTKJ+luAhDov86WlasdFTt68t5a+UtTgaXMcS+pq6kzFfS/DVEJcx0fYGWTFBmHVsYSHplSinSFE2R3kSleZobZhkfXJbkNPE+BbhiUMROY4AJQ4Bk9FMyZiHvznayxvhPG859Y08oeCpmx/BEGFtF/BApEBxJFG/3LLkOcC5812efGaDD/7qHp3tnIoHna2Mzcu75HpEViiWlxo0W038qofTMMTOJuloSP+zOxTXCvLnMv5CZ8y7ACZlYOkm5RzprUByXDE8FXDx2QnPX0v4lu92OXWXS6MdsNcxPPrRnHbD8tBdgkrt1ZEEX2xHwQnMOBtieu2F1qRZzjDKGYwSeoMJ3pzAdxz80Ecqi5IWpDgAKHYKUJQjQVqEEVh7CFDUFKAUWU5SxGV9LgFhJaDRrHLsWJNj83OcOrGGyMbs7W6RpTHGaDzPw3Vd6o06YSWg3qgT+CGeG95yHdZasrwgS1Ly4RhqWYkIZxLFWaUM8+RB2eG9ECMleR7RnURsDiYMOl2ivX3S7Q7bN7b41B88ST/qsBdvHrlfRytil+9CBii3Rm1tnsUHj8HehLiXUkiFDQS25tCLuzz2+MdZqy9y7IFlPCrURPvWvne0iYC9HDYSS6fSJVZ7pKaLNtH02K/QhODhNx9j/b5FLjx9A+sZXriSYnSGoUDhIpgKi+LgUUpm2FI3AVd5ZUjHKgadIVcvXGcyugddWBzv8BoO2+OlT8MKEMrBq4RUbQPHNczNOYQVQVApUI5BuYYkjun3Bgx6Eb3upPRgvwp7zQHKt37rt/JTP/VTnDhxgvvvv5/Pf/7z/MzP/Aw/+IM/CJRo8Id+6If4yZ/8Se66666DNOO1tTW+4zu+40s6dq1ZZXFtnroDylhakaCB5I5Wi3Yr5MSJBq2mg1NVjHr75NEEVzuE1TpvPOuRZYY8tezteezueGz2CoaJRQuHzDpEaUASudwYuyyvH84WQkgWWw+yuhCz0f0s/TTnIzd7tLsld2RBwZ0BvP+tbeJEU6+93G0vtVryicGmJVt6f69gMPiqUNsXY6KaU/n6DU4sVfiG7YLdSzd48tx5eoMJUZLxmcefolIJuHDxOrVqiFup0l1YJPEqRIVhMonQeUbF03zvX3iCpKgwGEwQ2XU++juP88Cb7uXuh+6m8ckmxcDnv/VP0aynzH3ThHnpcEe6Q54rrPFBVsAG5L/1GMWNHgiXlYbPu+5qMXjuPI89+xxZHFNkGUmeUxjDREw5AJSJsUdtBlBm3I1ZBgxTT0qRlzLzVhymGesj3UZQrpqdouSdtALw0HhFD5mOmMQbVKWDaQcYmaJFjucAnsOoL1ETixwmKAmO4+BIt9RgSQeYOMPqCG0Ek2SIDnzQIW5V4FXKdGMlD7VZ8uzQA2Q5cr7m1qm3TMX3KVJJv5fx5LUhk1Ry70mHVk1T4bMIlinzwMvn8dLNTS7f3OJ3f3uHZ8/FpImL50uk0KA1WeRibAVhFcOOJBknpH/0HH7dUGlvg8nIJxnFbkZ2M+Uv9A9voqZMaN628LyGtJcTXxjz8ANrfOu3LnPXyTvxvIBf/d2Pc32ny2AH8hE8bS2vVRKetWAKi9EWW4ByFQZBFPXodDqce/oxNnZHvHCjzygZMR7uU/+aO6g1qgTVKihBlicoIXFc90iWRUGhBXmeY2wpFGgRWJuDMAhXUEQ5FGBNjrAFvgMVT9LwPZZaTU6fPIavclyRMxr1SbOEQX9Inufs721NgWmZRaQcl/7SW6FSetGNjsn6z5BPJkAMvoG6xmm5SE+RP11gE8BqhOfjNFt093o8+ZE/5NTSIg3fZf/yBXo723z80Y/T3e+yN+6SFcktPUpSem/0QYvmOJWA6moTdz7ABLC3MyDaGCG0xnUkqbQoDHlR0I/3kf0hp6sPgneMUhii7HsFpRN3OIHuoKwQNcEy8W8Syxsk+QZFocGu8IoXnBaSGIZDw97GNp3tTawpcBCEonqY+DQNmjYdH18pdjtbjCKfwiRl1pbnsHltm72dLo9+dJXNGz3e+rV3UbmtkF+cQpJxUERUumVkba4NDzy8zt/829/L7tZldrYuM5lsk2dDlIqxNmcyiUrgVBik8Ah8B6W8V3a9U3vNAcq/+Tf/hh/7sR/j7//9v8/u7i5ra2v8nb/zd/jxH//xg9/803/6T5lMJvztv/236ff7vOtd7+K3f/u3vyQNFICg4tFo1QisRhSasKqRUrG61GBxqcGZO1YQpFhS4nFK1B8x5zq4nuTkWgWjy5G+5kmklQzzmNgUWOlQ4JAWHqPUZbPrMYhuBSgL7VMsLfbZHpwjyhPO9yI2JmlZ1kzCvBDcf6aGFmX0/HabrYt0Zsljg041RWEYDnKiSXHryP1Ve0mTnqZyZ4eFIOL+jiHa3ufGzR2SqerppSs3cRzJ9a0ec80aZ3pj4ihDSRejLWmakQuL9DWPnLmCtYqtzQ43rm3y2ScvcOb+MzQXFgg/4aGelzwl2zirBW1fcTqLWbMuuXEx1sXigXXR5/fguU3woLIY8kgt5YntHR7f3p0W/DosRh9JhRESAkl2NGtg6loQYsqTFbeGS+w043KaJY3ncaCDIjgM/wgsji0zdGoSAmkQDDBFh2R0kbxWxaStqRCUnSpCOiRR6Q1RUYHrKUSgkL6HdB2sHpWrtCLH6oxsElMUAu2EBFMJe+VyUP/HckjiNVMuzIzwOwNch5ctUDiYQhJNDNd3Y+JcsrRcJaxJAq4hyLHciTVlWGVjZ58nz1/mmScHvPB0Xu5ByTLlVwt0LrGirGYSjy3RJGeY91BBTnttjCkM4w4UA03eyRlM4/liempjoGPhYgEmsshOzvvWF3j/199NxTzCaBBy6anHuLzZZ5JCHk9Lx7x04uErNwvG2FJTxsxk1iDLxownPTY3r3FtL+bidkLVLQiJeeSNp1Ceh+sHFKYgzlOkECgpD/qPsQZjLMYUB95ukFirS6+KElh0ySUwBQKNK8FTgsBR1CsBi/NzVAOL71r6fYcojsjzhMm4IIrKVXQcpQghEFIg6g+W8zuAySmiDUwaA9PUsgDUQoCquhTPJNgpjUE6Cq9eJx2O2NrcZvfGBvunjrF/c5P9rQ3OX3ie0eilb7hAIpAccltyVADhUg1Vc9HSMBhEDHZH1I2PlYIMg2sNuS6I0gQ5KUi8PtobI/DBlqGVgnJh0U0tN/qQe4bCLUhMh8RukxVdbDELxLxSj7glmhQMeyn9TodRvwfW4ghFKAOsKdC2mCb7WyqOgyMk/UmPLHMJHR8/DKjUK8TpBDOccPXiNkK4PPK2M0fpbkApXT+Oy+w/MdVRkgoqVTh2Yp53Om/lyqUKVy5qNjYihoMYTEpRwGScY00xHX8cHEchxauDGq85QKnX6/zsz/4sP/uzP/uyvxFC8BM/8RP8xE/8xGt67IarWAkU/XFKnBVkSlJoy6Xr+xihOXO6XgbepWWvl9HZTkhrIZXQ59ippdKF7uS4S0Pc5QFxfYjaiymURlvFXlxFV9oc+5r7mTtxGH90XcU/+p++m2+59Ag/8IO/w9b2BPDYNw6fz+FGBHspfO0crPmle/12SyldyDvdMRsbY64+c5EoSTleK7h+beNV55H/ebJKHPP2T30a3xh+d3PEld0hnWkargGSzgghINUGMUl4/plL3Fmt8c1336A+SXGrNZ580xIbRnPiw39EvjvghWtjFpfafO0H3s31Myf5GSFZO/Usf7Ua8/i9p3FqDt+606cnAz50/9vZqjWJ3BZFFkDhEvzFNyDefQ/J6jJ2MqR44RmW2k3e8cYHyHWM1hmjZAAK1u++l8nSAo+98T4qiVPSLQBsOcmZnIMJ/CjZdJbNc8A1mcWKLSAPs2mELSvwVl3LifmUqhNhgm2G3Q1euHiOjl4gECcJwxqeH6LzWrm6LsosjqDu4bkOfuhhdU4RFyi/gZRVKuNysmv5MNCwuQ2VpOTIiFop7GbUYe0dCwcKtTOyrDW343AN9BFG4mTrXLu0zcV8i9N3hLgLAXVyLF2GfJTrWzGfe6LHJz/S4fFH+wz2Elynis41xuSkeYYxOUVepnAbCxpTlhXISyQ16s6B1egiwxYldNwlYQPD4mFTkKXQuQFnTrd5xwfWuefkt1K37+FTzz7LhatXeeJTu2zv9ilCi0hBDSEdvUadfBYSk2V4QhtBYTV5MUE6GavrLbpaEd9M2OmN8fKUcaQxuDh+BaUN+XiMNRbX5EhR6lWUgjhm6u4vA9BSWpAFrguVmkcxzCnSoszKKAo8wDMWlWbIOIUoRbo+buhRr88ThA3CoEme5ayvT8jSjMk4IkqGxOmETiXg1jqo01xzKJ0SHnirGd5CTuYfCg03m4s88KaHCKs+1arPYrtBd3uDj374D9i8dp0oernqqhZNjqCYtqQEqlQXFzj1jtNYFXPtqQ32bvaIehMILJlS2HFGrB2MU6HVNThdzfXqY+jqPst8M8os0xlCbqfC08OM8SQmKfbIvC5je46M6+T5AIrKq6qmbC381i/+Fn/4iWd4+jOfZTIYcdw5hvIUnh+QJglJHE/vkSVwXRyp8BMPT7i4yqHZqLN0bJnT99zB2sk17nn4FO2lBmH1xTNSWpQAhakXxcvLhUa1Xnrtas0qyILxpMNg1GEw6iKVRmvNpDBEGjIkSWGJkoxCv7oowOusFo+kFrj0xpbcaLSAXBuiYUyto9jc6iBdiVCCTj+hPyqoeQrl+yi/jnIF1snxalBpWmpNSz1zyEjIjSS2Vdxqk8bqItVm5eC4UkruOLtGWIEz7eP4Y4m1PnWvRd/AyJTk18CW8lIvZSXVDaIoYTgcM+z0ieKU3n6H8XD0VQ/KF2GOMazFMSYvuNbvY7Sl3qhTWIu2liwrHxQhQRvNYDBGdAec2O8yspZ+pULWbKBtQZKlpFHEOIqZcxy8k8fptZpcUIoT9QnHzIDN1RXcwOdMDy5ayYb1KFyHdiDIehGFjnBkgahJwrUmwb6kG1dI9CKuL7DFBHSMNF3woHrmBOb4Eu6DdyC3YhgcxgUOKhlPR2lxBJgcuN+mfWTGM7klg9eA0OBLTUVq6l5GzcsospjMjbFFRBZFjHsxeeLieiUbX0qFE8jy3fNQnoN0vVLnQudI6SAchSMLXGnxhYFCE40KpCvxAoUODr0mliMy/Bw5X14q7m2AFCUtnhfQ7eUMhkM68ZheOmbEBGktnTxhY2fEM8/vcPFixPXLcclBg7JarzYYXWBMgbYGY+0UoEynRFO6mPL06MraAB4TNH0srWlQwAE8A14Mc17I6eMr+O4Cw2GLS1eGPPfCFr2dmHG3KGsZRsD+l9qzD00IDpEpYgpGLdZqpLTUqj5h4KBEKXQ3GBsmcUaaFSAUUjkg5DSby2AP2JHTCu4HaLYkZiLslOMksMJSGE1W5GUoSOsyOycvyrTzonThCRRKuQihkBUH7Wtc1ydLc3yvghcp3Nhh8CIl19s6gABVMbj1chU/M8cR1Jsh7ZUWC8fmYTBiPBiwu7PDzs7ONJPlJe9e6X2cprUJqXDDOkG9RtAKiTpjJt0B0SgmS3MypwQyKi/jokEsCWNLFsG46NC3LoHtIXVIZ6IorMC6lihLSfOIRHXI1C45+2h6WJMfyju/AtOFpcgMm5c3uXjuAsNuB5MVhMECalrvQk7bUd7C5hJIJI50CHyfSqVCvVln9dgyp+88ydr6Io1WiPMSiMnYkvKDLccOrcuxxkzHIYulKDLiOCJJE+I0RapSWiEtLIUBhEIog1D2VQvdva4ASnO+xuqZBa6OeoyGCSZTJOOMS9c2+ewzE/4/v9KnFlapBRUW5h0aNQ+nPk+iPezQw4oylSoaV5kkikazgutl5PQppMN87WHCepNjJ1ucab6Y5roUtvnP7/9fyHZiorFgcvcxuhrurMIDDWh/Aeg8q9nZ2dnm8uUNdq7vkMQJG2uGzu7my2/4VTuwIAh4+I0PIxEsrHRwvBpepckozYiyjHNPP0Ov12PYH5Dnmp3RhEvXNnnsk0/w9Fvv5ep9d/NXOtuciVKSd7yFZJzw8NaI68eP89/e8mbSakAWeFTnG6wozff0R/i+Ya19gpvnNtj697/D+7/mDN/x7rOcf+JpNq/f5Pz55xCO4H3f+U3sTo7zHx57L3mnitmtY+0IiDBqBIs5T74zQ64YXEej5W2D9XTOvMVDIg4l6mcLQjHtw8gyfXiWqUMGJFALeix4YxZcQ8VPGQUp1YqkvbBEngXcvBqR5RFFAUurbRrNCg88sEDYrOAuNcsJTBgEBVJLcq2x1uLIAl8YnHxENkrYuBEznzUQokHow1T2ByFLmf4ZeddMBz9L6W25FaTkQIdqe8j6gzk9O2YSdXlm6xl66gbXGGOieXYvneX5J4f83m9sMhkZCm1JkghTFGijS2IvEywFxmaUgTXBYanOacpRmZBN+SRWgAYbRDxDwhI9mmSsU4ZoBXBffZGvPfMWfv+5HX79I/+FX/8//iuXnrvEeByVuxnwJ7SwOBLvkxphLa7wqLgBy+2A9X2XuwMYTr23L1zewpOaxQUXoTzcMEBKM6VOaLB52YkEyGmNGuG4CCkPJnSNZZyljOKUG/tdxlqx3xnR7Y7pDyaMopREWyoatBbYQpSkbC2xRuDgIT0X1wmp1WoUOqMTVxm9XHJHTklFqUC4AHIm1IIhNzG97BrHVn3u/7o7Offha1w7f4lJtk1Bn0NfyywwBzNyrKr4CCUpxhFBo87pd72V+lKFPEvYurjNzXNXcI3EQSKlxXUlmVYkuUQnMWy7uNsuvbU9HBJuZr9FHrUZX1lDSUmtrZlMNMNYk6lNCncfba9i6GDyEJG/8po0o07OxgsR3Wt7jLa2EFlSMmmMROuCcTQmtRkpGSEhHh7jcVamHVsIKlXOnr2T5uIcC8cXWD25xOKJNs15l0rtZTJ4SkFmnGnhUTX1dhYFjIcxG9e22bi6yca1Lfb2RwwnKYnN0dag0wJhBEElIAwFC/OSWv3LhIPyZ2mlCzcmmWTE4wx0iBAS1/HQRUS3mzCWFlflOKqB47gkxpJZMLIUFnKUxPcFWIlyPPK8YJzmaOnQXGigwhqOp15cRRZwHMXK+gl0IydV0DvdBAVVVQpgfaEmkgAW4tGYYadLMtomjVPSvkc+nvCn7UJxAB9JjiX7CnHfZEpxpd1iTimWMkU/brMzWSZKC+IiZ3LKkBzvQaeLHEzwLmxQpBn7ex0GccpESKpCMi8V6VyTLKzhOXWYb7OjJJuOyygIcMKQShJTc3y09nn2SoO9vQFnApfqoMfg2edJLl/BbG+zaDXCD+l5DvuRz2DQwEwakM5RwtIYVAhxSnZ1jDIZ1VNjtLxt1LgtfGM5wtvg1qH4aIRbMK1OjEZRYKMeWdwlGSpErktiuBZo4ZPkMB4nZJlFG0s7r5dx7qqPUw0QnovJc4ooxiQpOsvJ4hSd5zAcEyewv5+x1/PY3ang+Ir6XIM8O5TdF7ed98G1vWyrSmpBwfHFIaOTDtJtUwkDdCa5vjkg7Qm2z/e4fili2EkpcospQOsyFGGsxlIWwMNK7AEYOTpRHL2LRwGLYkjKLpJs+k1IWfVnEfB2J/Q+tcHGxZRL11L2tnYZDiZ/oo/qTIDPWouxhlnBDN/1qQQhrUaDlYWcM+sD9icFg9RQZBGDfhc/CBBCE0UxSgqs7+BOL9nOFP9kqeIqhYMQCqEUjmMJfE2lVseaACMkqdbkeUGe67KysbGlR8oeFh20xmBnJbKnnbYka0uU9L5wAbkpocNasLcVLcuzlN7uNp39Oru9eTqDPXqDPnmRcUvFydkzZC3SdVCuT32lheO7xJ0hQaNBc7WJcAzdrX1GnSHxMJqWA1fkunRRKukgrSRFk2eCPPXQxqApSEWfFMM48pBITKDJi7IIlZYROSMsI4yZkGcSmecHz8EXa0VhSOMCIQSeq3DTsn8qR5X1s4wC6eNIB3JJoQ2FLSUTXQS+77G0usjCsTYrdyzRWqoTVFyUW3LLXspcB0K/fFfiMBzrCfAkuFKg84J4FJOnGltAlucUukCnOa5UVPwQz1EErovvv3JgBq8zgDLud9nfuMb+lS7d/YzmfBXfDTi+soYpPG4yptdNGQxHzDXrBBXFKMsJTEEQuISeR6gUBo1Go5wybWJjq3TfLZ9ZZqg9ntq3pPolupjvwJtPIH0IH4bAEayqw9/98Z3S0tvYZfv5S4y3Pk2RpkyuGdJh52XTvv6krIpiHZ99NHsUZaz+yxyodF2Xf3PiOG8KQ/5vrYgPfvok/+4P7sGmZTvaH99B3h3R2t4jPH+Ztf/tF5FpxqWLV4gfOE11nBA6DtValfm6hxQu4s4q9xSGNw+G/EqtxvP1Jn6zzTySRqXF9b06//P/eZzjNcXf/cDdPP25x/mP//uvI0yOqwRf+/XvhpPr/IcH7mN4cQmzX4ck5GCJgixn757E/tuc4kHB+F8kpN6tCNhOpe71FH2I2aCtyhXuTIANjoR/bAlO6g54JsY3I9Kr59nqXcNPmlTqHrbhM4oc+knIYBjT2e3jCFuKqtHC9S1qtYWslSHNrD9kePl6Ka+PZTDYI4knxJvbDEc5T151udoP+ezNOeL8DYT1Veqt6UpYU05S4vCaZunSjjqcTw7NARoca6W8b+4FHrp7nZ49y9ZOSmcv5yO/2WXv2pgbzwqSiSAaTisgGo0xmrKqTHlQKwIEBmVnYQWBYVZS4EDf9Mhxy79vIngKzfuxSEohfTnd6/hjF/jtP7zExxV8RsIg0yinrHv3J2Z2WlPKaKTNcYyDkJJWc45apULgKZZbbY6vVtjdHtHZHyN0h5sbu4zi0t02iXJ8N6BZaVINPCqhh3IlUklwSkUNV1bKWjyuR6OmUW6T0FsmywROtUJqIU2L8pVbMg2ZEGgsxhboIkdrjdUlkNK2wGg7DbfZ0svyhWgJYyAvs9MyB4w4BB7jXp/zf/QYg+QGW/YivafGjG5EJEfKoSAFwlelgmluCNpVwvkmd7/5AeqtJtuXt3ErPscfnGfz4gZPfOjzFP0xehQhQhftSqSb42iFtT7GAaUsSe6Qxy6mmPJ0vB6kMb1+gtGKgRFUak3q7UUiG5GKPtbuoXWH0SDHHTnUXuE4mhcFkySlWq+wuDRPluZYbQlqJXfEzRTulAR9o7NFd9InIUciWKVJs1HnDW+5n1P3r3D329ZJUkFWCJwvMPvXgmlBUEq4PuvSHuCEDlG7jmMM/Z1eSc61gmIQkaYJaTSmVgmoH/eYawbMt6rUa6+uMOPrAqCsrazw3ne9E89tc/7CCFSVZquB64VkuWE8mpAlBlf5zLd8Wk2Yq1eoeAFzlTat6hz1SojnKjwlsHgYVPnAAvOtNTJt6UeGHM3xmmLupZiuSsAxgXAppRpeAjQeoREgKeN8qYGnP3eBZ5+8yKf+6NNcuXyFdi3EhIqt3ecZR13+tD0oOZYhBRUkdwifPZszQZO/4koSf3oWas2bu13urISMooJ4cYh5dx9zvgI7Hnw+wG4q4pEg7MWcOHmS8aDL7v4ec9t7HLtyg3A+xPgOsc5LjY3CISksRVYg4wR/EvP5Cw3G2wF/4YEClwn3tp9CZTc59/ST7GxvgrXccdcZ5hfnuT7w6Z03RCyg91pQOJSF02Z+julq3QBjF64pzK9VsK4EuXdwbUUBVkw1KIUoeQGlbEWZYSOPRJ4NSGtxMVQcaFWhVoW6leztF4yHMd2+YRA7FKMqg0nMtRtdityghaXdrtGeq7B6rM1cu854d49JR5HEGb3NPW4+d5G5+TaNdpPCGIQjCGs+Wng0WgE17eN4paBWXnCgx3V7v5ll9kxlOQ68QodmgKQUqhJztOU8VbPMle0ee1ciNl6A7qZmMkgoClXuUIoy9i0F0h5KItoZEdTMfE2WQ/XDmUopB/8mhUIpSUdbXrAZH8SyQhm10ZQL/EJb8kSTqFLW/t4TIarukHuaorCM+obRSLO7++pEql7KXtjs8it/8DRvv/8k955YQk6L8ynlgOtRrzVRjofnV/CdHp43YH9/kyybIJXCDxVLay1MJshHgq2diF5/gFQS11Xcd986zbka9Xq7lMJ3JGFhqISaWqjJCwgrCmss7fkAa6scW2uhi4RzTzzN+lqbpfk6tWqA6zg4B6hTTpfhs076xbkRjCpLWDBTSjYOwvFw6jVUGCKlg1N18Zoewjm6Q4u1U8+NBMfz8MMK8yeXmFuZo5dukcUjrjz2LN3NfYpeHxNnoDO0tqAUaSHQVoLNkE6IX2/j+W1cu0iBJqFAMyEvEnZ2R6SRgC3L8qlFwiWJoY8VQ3IRkRcR/Y5D0K+yaO0r8qBUai6LayF3P3gHQkrO3jNGScX6sVWkFBS6wPMdvMDhd37vkzz1zEXSrI/rOtx/7/3cd/8dnLxvmfm1BkpJXO9w/LjdZjC93x/RHUY0gjqu4xAnE4wuEEVKFCX0OgPy4ZAAQZaVxRZNJrGFQhinzGwygiI3pFOtpFdjrwuAcvaO07zjofvoTgyf+myfO8/exeJCgzgqyLKITicimhQETkhrvkJrLqRadahWAlaaayw352jXa6VcuDCUUebwYP/h0hyT3PDJGxEV33L/scpLpgrjAmemn79AD5wtHCSQGegV8N8+9Dj/4X/9NQaTF9BmwNsefCNCaD711Eemrss/XUsw7JBxrwy5V4Y8oQWbNkeTT1emr8aOBiJee6sXOd958ya1aoU96zI5GaDeVYX/tIAZ1uFDHtb4jFWN9hzc9/ADXLh4nnMXr3D68g0eDhTVN95NPt8kmSQYK0BoMgsTbRGjMVXX53cfW+LjL/jct3qJlUqHrz95jouXrvDhj36CmnJpuj5vfvubuef++/jhf/tZzl/P4HNrYOdAT10eB1kEU0+JBSYuPO9jzy1h3wh828WDa8tzS2EsqHJwETNxM1muchx5hEmRg8ISUFCTsNIQzIeCxdBBbxYk+zE7+wNSLZiIOfqjiPMXt6jXAhYXGiwdn+fO0yucWV8i8F1uXL1OFCXs74+4cXWLc599jvvfcD933XsXlabB8xWV+QZ+TbJimgykItyRSMcjn4nD3d4TpvyZgywkwBS3AxQNjCjL4q2wwDF8u8aHLliunYOLnxeMugYlI4TyUW7lQM1O2BL4OFOVVWumqbRWcVDL2U5leJm5o2aeFI1SHr7ns5kZNouIq2gCykc8AJYoMzMbtsx4aAh4830NFs8EpPMpUWq4+nzBtavpawpQHr+wyeMXNvnxv/Ye7liZw1EOUiikKFVagyCgNac4tupSqewS1jqMRglRZHA9SbMV8NAj6wz3Ey6e2+PKtSGf+mzJ4vV9l7X1s7QWFmnPn8B1JA7FlBhpyXVOYTRxnlMUmrVjNWo1KJIVblzf4aO/9wz33nOKkydXufuuE8w166jAnfJlpqDciml4ymLFFxgLZt5BF4xfvuMKSH2UVyFcXiCYm8MPqoQtsIVEuUe8jpapEiAgwfV9qtUmq/ccZ/5Mm6vRZxlc3OPCrz6BiTLIDvVStNEYrSA3SG1J8wyvskhtfokwXMEzq+R2iwlDBAlpYbh6Y8Roz5AMNffIY6w+AlrtYmWXjCFJPmZ3s6Daq3D6FQ6BzXmf9TsbvPU9b+TkHXcQKp9K6HP27HEctyQ8e0FZbbw3mrBxvUu/P8Sv+LzrG97F/Q+d5t63nyyrNQuB55ScsJfinsx8jjvbPS5e3mZ58QRBUGHQ3SFPI7JJlyKJSQcD0v19alIyTHLSKMUkCms8hCkQxsMYSZpphqOYxfzLREn2z8ImiSaJE/qRZZIJ2v0EY13SJGc0iYjyjEJonCo02wHLyw0m4wmTyYQr124yHA0QYkzgK8JQElTmCWuVW47hKMlK28c6gn2gKcSLQIoF0ulg63ErRrEW9gqINHQTSDPLoG8ZDyfsb3d45vlLjKKLFHo4jRNHCErBpD9NU9KhUW3jFhl+PGTeCuas4ER7gUro0S8McZGx3d04opdwu81ohAm3ApKjn0sVkMOJ4UsfxEeOy39ZP0ZYr+JlliutOXQjwLyrgBNj+C0PthVYh14l5MMPPEiRJbQ+e47OVocn4gS/6tFcWOUTV97AuFGBb5IIUSDjlCvVkMSROG/t4Z/WXNt7hs5wm8cf+xyD/pC5MOTus3fywP33cn7n7Xziwml2uqtQN/DtHagOy1y9czvwiWscApQ3AE2wI5ApBB1wb81L1UKghTjUCpmGS6QstUSUAUeU6rCuLnBEQZ0BTWlpe5LQjrHpgFo9p71aZbihSEaGa5sT+sOY3a7GCT3Cdotqu0m1XWVrfwdbGHJZI5Me1nVRocZvDvHqK3i1RdqLgmrFIod95Lgo2fvSoVavUakHVGrl4Om4hyu2YgZEpjjNiBJMmFn254E5QBuP+2iiOXdujwsX9vnof+9w4YUxRTxXrvKDBlK5KNcv6Q7mkAOhTTJDJ1OKhTwkGeOV/JQj/VBgUQgcLI5NSW1OgaZ3pMc6lIk5JU+rTNTJLIyfGlK5HuHNacKq4Ngxh1oz4OQ9TZ55YsRzT71WucYvb1abqUvNIqREOC5xKhlHAp1XUdSYbyzTqktaCycpvEvkSB67POD6KOfJFy4yjgfMLzbwHIlNI/IsI8sSoiQhzTPiPCbXBUkWkaUphRlSrUecPO0j1JC9vZw8HZZgqdXE933q9XqZqu65ZeaQIyA7MkIqAfMeJDMvVwFCY12wPnAahHAIRsuEjZD2iRr1Wghjj7AKjutRPbaCISDZ38cafYg3AeVL3DmJW0sQasT2o5vsXdrDxkmZw3/0HmYGqy2FAC/0WVk9y8mT9/CWd34HGTnxJGXn+g32iy3mTxpiNEPVoRcVDM5pwvaYuYcS3LUO8v/P3p9H65adZ73Ybzar/brd7336c6pvVCqpSp1l2QJbxg1cjO0booQELtzgZCRmwABCYATCIINxYQC5wfbNAIadYBzMBe5NMBjfCMsGI4O6KllSlaTq69Sp0+2zu69f/Zwzf8z17eZUe0plbAu9Nb7aZ3/7a1Yz15rPfN/nfZ6VCaWtfGeLq72E/ztcpJ29uMLKWhctJVpr0iVx2HUlNaAdpy6c4r5H7mfvSzOSJOSDH7+XS3ef8rozLSIZjQvm84a11Zg4PgkBrPUdONV8TnGwSyEDiGLK4TXqfEZ26xZ1nlGOR0TTIVuJZjKSZI0jn5eUdQPOa81Mp4q8EMwCy+nT72yfvyUASlFZ8rxmnENWwWRaoWVJXVcUZUVtDVZaglTQHYSsrnYo8hnzouTW7h5llbPcd3QSzaCnkTIl6SyMQvxJVVKw2g/J8QqBykLfghReLFoK4duEW3J8qMC1E4ppLMY4dkufLbkxFcwyx7XrhsmtObvP3+Ty1Rvk1fX2uzR5UbYA5T/lkRRoFTDoLhMWGXE+ZYCg6xzrvT7hUo+4VkyKjJ3hdith9XrhK5dC1IB5HZC1WLUu1vwtweKbzK5kWvEbG2uEvS6DoibvdLFBBA8auNDAZy1s+xLLNIp48tzdrF+9zqU4ZXIw42Bnn1MX1+kVIb/6jU32Ty/DiiVQFZ35DCscVliC+8aEZ+fc/NWXUa/c4PnnXgAnGHQHnL94F499x0f5zM8/zK9/8TRwF2zl8F3PwqpBBBrMN3Cf+xyYCFwC3Aduva1xNBBMQBUn9s0J73K9OOKHImwW9DGxMwWE1hCIipQxHWHpKYWyI1y5R5w09FZi2HWUrmZ7d8ZoWjKcOFa3NGG3Q9RLCDsx125cpZgX9DaXcSLEqgCimrC7TpCuopMVeksB/Q401lHVBbWZ44QmSbskaUCU+q6dtrsV8JQbKY7k+Rdt0Qsu5VEoHCnKnSe2PV588df59Gde5jc/O2b71QLNKlpHqLCH1BoVeLE2Y5wnL4gGQwnGl7wAlBJYKw+7oMSxMpBFep4KFuUM0hlsW9as38bYvHE5RwhY7sPGpuSeezssrYWsnl5lMmredYBydKx8udAdIq92ZpYSqTRVIykKgWlipOvQS5aIewmn7u4xHJcMD4Y8uVewMy556ep1MDmPP/4AUSCoZ2PKPCOfz5hmvqV0Xs1pbEVlZiwK1nEKW6cC5tOM8XjK6GCIlAEbm+t0uh22Tm2SxDFCdD25U9029SiBWAqgMNAILyrSGNDgQhCnQTpFvL9MpxezvBl6f7YiJOxqwp4h3VylqTTlcPgagKIjSdgPCDoNUucMnz5gdHnI697CagsNmBCESFlZPc+Zc+/hoUc+wdUb17l89Qqj7Yam2SfeclSiJtO3mNUNB1caulcrrt00rKxkdHVJ5WqfScSPp3cSQgg2TvXecjysnV7n4r0XefrZyySp4oFHz3D6zNqJ8TKZVOzt5XQ7miDwJpELsrVz0DSOpihoZhPqMEaFIc1kl3o+pdy+Rp1lFKMRQZmxFmtuSMnICUzRUNXGt5lLST4XPtOrHdU75GV9SwCUIExR4YBKFzR5xa39MdNZxvpKQidRvP/hcxhbU9cFF8+vcf70ChfP+L781f4qnTTi7LmUQBk0OUpdg3IbgrtA+ZOrgBUJ+xVsj+FXr8AXnnG8N9nlUjTlgQdP43TEz3yq4NSS5P/yX0ZkgXey/MV//DX+3b9+kUxF2CAgvbRGoCCdTiizjPHwgNH+LWAKhFgnGGarfoHp3i77WeAT0G362tOZ8FmMt67/SaFYXTlPmnTYWl/BjfeohxbpSnCG4XCX3TJDL22i1RuYHS62Q3cIox533fV+ymLOKy9+3StS4tBhHx120EGIFArnDM55TY2mnlIV34RohHOIsqJZkoxOncI+0YFP92Fh2X5F+pufUfByBP/dMueX3svv/y9/P5///BN8/RvP8PVnrxDuzQl/4DI9XTH9B6exdznq79E88srLPHj1FSY72xSjMc99/hnsrODc2Q1G9X08N/8Rbn1pi19/bosrNxK8/J5B2JzO9IDOcJtTX/4KB0unuPmXvw/zr89gn1wFNgEJ1cDXJioH1UklTG/u1lYwxFFng2tLO9JB6CDGsRxlqGbM/MY3kMOKq6UjjirisOLKjX1292e8fNOxP4Jpk5BZxdxU3DhwfOXZPXQYkZWO3VfHNGXDVtKhbhRXrwypKo0cXIDuGUy0xd5wxPhgzvClbQ72Zzz/TM6IdcL4AnEnpNOHIPYrPGc9h1U6v90LhVvZZlJuhwCOMY4v8OqNkq89P+VXPvU1fu3TzzPeiZGiSy9dR4cJQXcJJ8EIqKoK52qEsB7sOdo7s0dwQiikckgpMUYgrAHhPX2UdOAaL7tuSmpX0NicOwHOzsF0DuU1y7/8FxndbsXa+oxXLpdv/eY7iMYKKisQxhJIr3AnaVuEhQYZ4oIUkVii3oA4q0F3mJfw1FMvsL7R5+77znDvxVWWOx/hCy/9OtdfnTCfl+wejHjuxS8TSEs9n+BMjWtqKmtbTaHKd0fJioXisJaew6JDSXegKXNoGsNwepODieTVG9fQOiSKElZW11laXmOe9iHwpXQZC5L7IlTjkM53rZSF96l0FgYPgtqSrN7okgYJqysxYbhMGK4jEguh5X3fu0I2mvPl/7Fivjcm29/xbSep5OIH7uK93/dBHrjncbTQBL1/DYlFzCct/VnjqaANBBIRKJY3TrO8tsXdD32U8/c8xNKpAa/evMzejSsUbobNLdn7clRquPT+LitrMEgkK/dq4qU5Kprhi+VemaWxzpPcfwvjI9/1IHfdd5bu0jJNY0jSI6rCPIfxBL78m1d44dlXeOb0JoPlHu957G463ZBOCk0J5QTWO5uk9ypCBNI2zIqQulZkStIoQaMleaDJRcRy5yzDyvLU87tM5hVVYzHWUmQNTvryXlDfCevmKL4lAEoURcSdFUwwgyDHNg1lVSFlQhwHrC53ME1FVUrWBiFLPUkSpjjrGMRLxHHEYBAgKaEuQVVgZ+COuB9S+MJF4MDVsD2FL+yAdTNyuUd/bQCB5XNf2eHciuPGRxOmYcAVEfHFp17lV//d1yBcRsYpG3NLGjk28z3quiQrZuRZAWiSpSWitE+vt4VtGsRQ8vZA9/FauvP/FqHf2Ldj7y0gCGLCIPaaA1LQ5n+ocWRlztQ5Op0ljHuzjh5Bp9ul013hzPm7mU2GXHnpeZxTPvOsU3Tg071SCpxtPEAhwJpvjmsjnaNb1RjrmCcpjBL4SnjE0izx6WMjYKbguZjg0RX6991F9NJLyCDgYDTzMuD9bVIXIF9ZRXUMoWlYPjhg/eUrqJs3mI7HXNvexxhFf+kCTt7FePY44/2YK9eilt/gwaIwBnXgCMqC7vZN5psbiPedgS9cArHZvtZ61LGo4diTl6bAoRYkQ+lXJk4InGhlqJ1voNU4OrpGupKsGFGZnPF+TZk4qtRxMJ6xN5wznCrGc0XRJBRGURjFtID9Uc3eqGZ5VDOZg6kl3SKkaiTDmcOhUWFC5WKyWuFKg2wq9ndmHBzMGY9LisgS9CKCSBNErfJpS4Jd8FQXyrGHDs3HH23UVcHO7ku8eq3mG88WvPLykO2rGYHooFRMGHUIghQdpO0It+1n2cPM5xHNoSUmisXPBU9zUdqxKCV8ecg0OGqs9ZPLnVKn6sY/5lcMSWyYHFSMp+/uzGSEohYhQgRYodAiQEnlyzpKI2WM1TVO1x4hBhE1mrxy7O6NCQJo8iV6nYQk7rHWj+gFgLFUdcV0uo+Whmo+QTqLdAYjZFtmXHQ/GQSula5vAZIEGwocDlk7ZtOcqrZkmS/RSBlRG0VtQ0pdH/nmKdBLEockVECmMHOFDC0SR7DshTiXXIeO7LLc7RAEK4TBqvftCR1yuaZYnrN29hShCnHFHBuD60tWzq5z9u5zrC6dwRUSnXRRcYIscqTQSJ3gqEBU2EAiA023v0Kvv0qnu0KcdpGBxLqaqphjKwF1gnU5Sjn6mwECQTkWpKdApyVSV+1nWt9lB7/FJXvBxqkleks97rl/RJFV6EAfXlNVaRiODDdvDHnl8k2yXLK0XLNx/hz9WlKUBtqpLxQxUW8Z8hxX+3RjIwSBFFilsKGi0AGlsoTdgBUjyMeGyawiKyrysmE4yXBCYqUiPK60dwfxLQFQ7rvvLN/zPd/Hrd199kcjXnr+CvNZzpnTy/Q7CZfWVskn++xcHxENrzGblpx99CL9jVWkuoiQnZYBXoPLgApECeK1KbWVEH7vBsg+TB+Cnf/n8zzx75+mV+wThJb9T/3feXV2wCf+ucNG99J0Psro2q/C6AkQvw+rL7IrHJKaGwfPgMmxNsdUIUJ8nN//f/2TvPf7H+NjOmH/xRf433zyFxkP30i6+XgovLhUW5MMY6TWmMLibLtvb3KXtdaws/sSQgqu3pScMYbHgAbHixheKqdsVzNkPsIBjXl9zojWij/w+z/OXffcz8OPPsYLzz3Hb37+1wnDhG53qc2rW6aTPZrat8IJvAKid/p857FcN/zXl69zE8UvrJ3HFgpmoc+YWOuzJziIaggz6GV85YLkpQ8+wKWdqzxSjHn6+SuMru6z9NP/kDNbp/j+7/8RkkFE9ILgs595kn/6b/8jomlQwIX1AUae5/Pbf5q8OgPZaVBziGZQRz5HTIEdRUz/Xw+R33OK2R9eohoMqJT229GZQ649ltFtWcfqNk1/FDFzYOxbn5UiiGJf9sGXeAIDkbPEsuHMakNgGxhasnnGyy/dQoUKFSpeuDJiey9nZ9JlVmiuHkyZZRW7wxEmWKdbbDDJTzEq1rFpDyxcG/W8gKHcxFqLqS1PvzziuSsj1vSUxOU021OKskHKJdLOGt2tUyythnT7oMOWNmOOhNmkbLkpArRuu3k4Sdx75pkb/PN//usMRyE7u33yWYdOeC9pd5Ug7NDrbiBEQFVJrLG4yiBMjWok2nkVTSvb+pHyWRRnm8N0lMCgpMW6AiEcUZTiGklTq7bbziAjgdUaU/iW2TuNooTtHfdOBETfNOadU+ytPEgYarRSTOMUpRRB6IGKVppJuc+0HHKgOuy6EWac060sRjUYOWXp5essb2ywtLHO/efh4H4wFXRSSOMWRJaghEJJReMaDIYGbySopJ+UResoZZwH0AJL2vHWB0lXY6yjLBzZzDHez7j+yitcefE6p777HJ2ONxEQ0qHSkqDXsHIuxOYJJguwW7u4ZE7VgzSN+fCFx1mLznC+fwmtEgLdAalxwAs7XyHrTHjszz/IeHfME7/+mxQ6o+zM+MBHP8r7H/gog+AcmSlYeWBALQf0notYWV7m/N2XKLShVIZ56blUS2tbhEHM5Nor7GK5fvoUZbbPYE2wfM976Zy7lyD9LDbYZ/V8SdAvyIIhnWVFdDqEtKCRFUI570fljgPm35oIAg+6B+urhLn3olvErZ19vvjEq3z5y8/y7NdeYmu3od+fMc28eeHB3nU2lgLuP9fl/GqXU4OU2d4B9XxMXNfENazHMUGkiVcTKl1S6opRUZI3hg9v3Uddw41bY8oaiiqgtpLSSEYbHebvYH++JQBKFAYsL3WpmwKoudVJsMYiZYBWgW95cwnNUow0OcrlxFFDFDuQIYi2Z3jhXX+Y8ntteUVLb7S2JuF8BEMKppMxNy4/j5YF5fBFsumQlw+sbzVO1nDFNbD7wDVwAjPx3TD17BWwFbiKrbNn2Dr3AI88dB8P332JeyQk2R7qteIQbxKLJjGIo5Ao7RAOQpyt2N+7inkDULGIxlRgoK79mrInA+ZKUSlFXRVUXhryzTdBQKAFYSAJtDdqA4OUgjAMqeuSpqlxtvKThWjFmZ1EfJOrC4tgrgLyeQjPhHBTH5V0jDxqMRVVyyw1FIGjiDX3rg84dW6Lm8OZb1M9GCECTdfuolyPyvaxzm9nHKcEOqSSd1PYi8zKszT1ircTbpVWj86FBKOxe13qfkG2Z7DTDHb2YbR8rE7u/DZBu50nz3skK5TMEcrfdLTwGZTGQSAEgRIkwpIog2aOIiMOJVUhKSuHqS0mF4wmMJ4J5rljXlrmRUnRGESQEHWWWVo5Q9RZR+hlMBpnHEYkNMJRu5iqLsmKClPl2LogDwo6oiItBc7FROkyotsj6IUkiUSHx7InLUWirn0Hj2paXx5LKxZ28nxmWc0LL+6TzTvM5yGBGhAGXYKgQxAkoDTWSYxx3uG3cWAcwrpjV25bWz88H36MCQFOVFhXY90MgcW0anJOlC3rxCFUiArA1pkvU74F0BASemttqWcPdATpEhQzKGd3PKTfMBqdUEVLEGisUogwQSkFUYhpV7mFzsjFnExEZISkxGhnyZuCWSkZTQuSpQpHQ7cjWFmSZFPbCnRJL4MQBCgBWoq2M8ogkf7YCI4BFP935/zYlW1aTCmJtT77J6yjyUG6msI2iNsOphAOFTjivkAlEarXo+iOqEMwGpSUpIOYftJjfek0gYoIVIQTGmNhe9xHYlnZTIi6jot7F8mYMdUjlldW6MQdAiKUMIjYoRJIo5DlXp9zp07TJIImdsxKR2MFnf4aSihMVpEmGqkbkoFm6XSfpc2IdDWi0RG1DEjSxmuLdBtk6kBLnDSHogxCQNKHyMCdztRtgfL2BOOJyEvIckeeVWRZxfUbY/K85qXLIZ2ORmm4duOAWzsHjCc5eWGZzQzONdy8UeIcjPYyVBUyH0jKJKRJIoqsos4qAmdQzSLTCHGsUdKhlKSoLEjBUq+Ds4J6mtEYiRMdylqQ11AF+j9fgLKIUEEaQidJqEtBlkkiLUl6Kf2BY+v0Bd9GU4yRvRJkxsk7Tg12xCGPQw7e8Ls2JXxYwhXZ8A0z4zf+p0/RzLfJ57c47EipLuOqGd6k3QH/0U8+B4uWu/bOjObH/qu/xP/2L/w5Tsch/ZZXMOZtSQW0YfDqRr4jZnPzNKfOXOK+++5DSvgf//ufZTIZvu1PS1TE2XDAsNdH97qEt16B2fH3L7bsJKhw1vLq5Ve8uiAR165ewboMrQLiSDGfTZlMhwQqIApUq3IqUEZQWkH1Taw0RzrgZ85cwN04j/2ba5BJqOSRB5lp20V0W2MwDkyFMDMu3nuW71jpsX7qFLdu7PJrv/IbjCY5rz7zAnt3X+DpSxfYvOsC3zGasrGxhgqW+ae/8QfZGW5hss12ds19ucao9tw2+By2hFrgXrhB9Tc/24LgGJoemIvgDK14iSdn2ADcMbdsHCvBmDTcRYQRSIkQAY2D2kAUKCKtWe8oOoGlzl6maSYMBiHGdWl2+xzMDHuThpu7MaOJ4qAQzCvDznCKDDqsnn2Ae9/zCN/5se9m0JGkEezvDanrhqi/hitrst2S/XHJ1as7DHd3mR7scyqC5VDy6L2n6S8vsXHpIYKVJeLzmt4qxLEHIdb6Lh1rIZu3LcYcWxOo15Jkqwpu3nQIERKGK8TRMnGwTBANEDqkcA5b15TzBtceDOdqJA2BBoSkQWKRNG2dVCCQSiC1IK+G1G4EzS1wDXUVtzUnzcLVMI2WiOKQKVewTeYnlzfB0UEMj/0BaCr4/D+H1fPwnu+Hlz4Pl59452P79miiJcreWWwQoJWCJEYphVOB34XAcbCfcYsRt+izIzbop1vUEUztDjKfEu7uIgdzeuWUwbLi3LmU8V5GoAWdOEAKQSikvz6loLElZiHa6CyNaw6zn+3eH9oXLNrnbWsgJaKG5Y7g1Jqmyg1V4ch7x3r3HIjGEkhHd9mymg5YTc+x09lnokeYIQTGwUpN3A05s3YXsQ6ItaIwjqIxbI7OMS1impWv0d0K+cQjH2E0nXNjd5+tM6fQqHarHKWe0UQZ3cGAs2e2+OB7P0B3K6GznpDJlFqGBLKHrRtGu9cIl1NW7klI7znDmh2gVq4iOrvsyxCFZnk5AWXQ+w4XWkrbEDjnJf+MFyI8835ItkHs8DbL9j4MPv+9aCt4vbi6DU+/BM99bYfrV3b57Ge+QJ7N+NJXztPrawarMJ/mDPen7I9qrBownCRMZ5qDaYaWEDpBpg3FKGcWaSbKcjCcUs7mOF0TuRpXZ7hI0IsisCHCxr7YUNX0VvsIHAN5CxVKlpd7zOcNk0nNrpbsvsG2v1l8SwCUrCjY3ttjOJkwmeU0ROhAU1cCa2NklKC08ilkVeJCgTF9XBahYnAYysqbiTnr5xjbOKIe6PiovfB49AScdbC8lBKfWmJ4raDIJ1hrfEYm3PSr9uYYlfxQIOqI0hyuXKB76aOsX3iYzV5Ch6Oy7DcTxXzO9GCPYrZJECgvWnQHoQNN0u+xrzWT2lCfELNY8F0ct7cHO+cYjiao4IDejR1GoxmD3hpxnBJHAUGg0UqjlURKQaAUCu+oaoxG2hCHwb0DtrvLJdUXl2C/B6PAA5LF4V/svnN+ObZk4PEMeaEgqDKudWO+EEXs1I58ZZl7t/fpOsfG1gaTZoP9JzewLz1Isb/EuFpGqh7z+SlMNWjBRHt8rPQTHBaEOfY3AbYP5WMtj0SBXeFQtM3hu3qEg6gAfZKPE4uMrpoSxg6pFAhLUTdMiry98UoilRIFMN0dUxcTmsIwmpXMCse8FGS1JmsC5jWM5xlZZVFRQnewyt33P8DZC6dZXg/oRIJQO3o2oagM8wqmWcPewZS9vQl7u1Pm44I8M5QiotIRJljBRcvodIkwTYki3zHj2mYMa/yN2jlf4kEcqcha40/V7UPUOYm1CUrGaOVJ1eBorLeoNq7y6qSH+v8WJyocXmTPLYaqdIg2PSOEQAeCMFI0SFwtaBrPtSKt/PmoGp8qDSSnHwjZPKd44XnBZCgoC+cpQ8dCpQqdah5+vGbjjOW+74TRHjzx/4NawGQM5bvLkUX5zfP6N8rzkDx/2h6utK0xvqtCaoIoZu30aZZSzVrUQ9tdZk3OrAqZ54IoDFnqp7iyQQtJqH0WRAYtQBECJbSXs7deG0U534a16AARAqwVLciUnkrl/LXgJfAFxkqEsa3T9tFdVWvN+som4VJNL4QkiQg6Fh06lIAwAEnNbn6NWPS4FV1nkPRZ7gzIbE1pGzaXllhuHDfSilpmjLiCi2JOrS6zEfdZo8OUhpw5NqiRkaXTjUg7MWkakfRC4mWNiAOMClDSYJqGTDToXolNJoQyoC9XqKIdauloqGmo0cIRaEeUAtrhxPH7Pm3vgEKn6vW9b94k9naGPPu1V1hZ7pPEMWEY4BCUlSPPLXsHFZevVTx/ueTlF6+zfX2X8cGQssi4+souSUeR7gh/rdSOpo7RKqauQionqJmhlUMGM6zVOBNj6pCqVNS1pW4grw3WNQTGIWvLNC+YF4Z53jDPDI1x7O7PEVgOphlBEKLinOm0ZDjMKXXPC7XcYXxLAJTheMLXXniJ/bxhUhlW3SphFFHkDcbF6E4PqSWCdZ9vtWepDqY0U0OyLjDCMJxkNE1F00iazGLmsHwJOrEXZLo9VtrHmbMrDB45z5WnDKO6bSNUfUT3w7hyCLNXOUFcRXJcH6R74XEu/S9/ijOPpIeW7u88BIuMzPDWDvn+hI1+RNKJsXeov62jkMHmKi9PCm5MMvITWgECTxleaGoehXOOm7f2mMwNjetijeHUqXvRCsJQ0JmlVGWBFN45NQ4CFALVSFzlCOouDdmbOJK+SYw0/OwmsAY2bIu+x2c9T/aiCmG1gj82QoucJJ/zhfXTfGZ5FXH2PIOs4v/YW+J0WdEZdNn72hm2//ndbOcPQRFCk7Yk1kVqpiW5Ij3RtREgc1A1NIs1jwBOAX/Uu/eFFVQJNIuSIlCHEBQw2IHkJB+nJ8esKhj0HCoIQQRMJnPqYhvZ+AxUrFZJooBX9m8xGU6YzQ3TwrEzMUwrzbgOGNcwriU39/cpG0N36zxb5y/xsd/ze9ncDNg640WclIR4qUOew1e/VrG9l/PS5W32d/e4eXXHi5kYQZX0aGQfk5zHdZbRg3XCriRJBLrNipStmqxqsVjTDhlrPFhZ/O5uy6D4HtMBUvYItffVMq7B1hnWCIxoFxROt5OyL8/47hKOgROQrpXaVRDFkm5HYWWArAKySmCFg/XKL1X38E1wHXjv90s+8Hsc//KfwpXnFbs7DbdXSqPVmM6ZmP/FX5nwvo/6pP4LT8H/5x/C3MIrL8Bs/86H85tFKByJtCjlXYxDYZBYhDNemddKTFVTZhVKh3T6fe5+zwOsr/RYjQvGu5e5/I0xB1nEwVjTSbqcXl8isjU4SEJf4rFtuUYJiZEaIyV17bBOYG3bnm1pu4cEi/8WNT1LhHWW0igaJ7FG+W4uBO5Yq3Ecxtxz9kHUoKDTmRN1JWpQIK1BGUhiMKLg+YMvM5nNGJSnOL1yAaJ7mFYzSlPxvlPnCPUyOxRMqh1u7T/L2eRBHj7zcS6JDU6xxpPsMhYHNHGB6lpW1nosL3fodCPiZU2wDmoJXOyQakpTl4TJDBcUlB1DEpxnoM+yyxVyLDkZFXP6hMTaki4JGutoXHNCiE5IQdAP0bOAO8mLA7z43DX+zS9/noceeYCNzQ0Ggx6g2BsZbmxXfOFLY/Z2h9y6ucetG1cZH+wz3t+hqSte+EblFzRK0O12WV5eRsslwjBlOLVUpUNUe0RBQzyYYEwEtucrEHNHVRrqCiZZRWBrZABVU1PVJbt7M3Z2pwjVRcqQ0cyDmL2DA6IoZE7AaH/O3s0xk+Q89P8zBSjKGpK6pDsrYVYTDlZRyg8EYxSTWUMSa5JYMs8i5lmX0URQNYa1rke00zlYq7AixVjvxZOjD6fi21NrC8gRrZ6ic8Ei41W8jVhIGK2xfm4dW3Wo5xHzg5p8OsbLPUcEg/sIukv0Lt3N+x77IH/4O1MeOxfc4bB97fbIw2SrohvH9JIYZSuUkVw6e57JdMrV7RtvyiRviw9sri7zyEfeR7Y3Y7g74eBZy3xP0OunSBVgREpdzZlOT06kzsF8OqcqwTQveaJdlXuAEgDW0EkiwCIFDLop0oHJGoQKcUowK2uyY8qOd3QUXASulclzi1mqzVwJ558zbQYoirG2ocrBzjJEI+GLffLrkl95ekTPCIK1h7gRpUR/aIfmyXXMVzqtolibBgCO0jQLgIjfBrsQYlMc+u7gj4E3GAk5KbPelofmXShPygC6Jsc1CuVSlK1prETYjEiXWCy2tmRTgSkUN7enDIdzhrOGyipyYqaFYTyr2JsU7I9rGt0hTGMefM/7OXv+DBtbmn5PIpTASXDSMwQaZ5lnOfN5TlaU1FUDFlQQomNFb2mF/tKAqDdAJ10aBJUR5IWn1MjG/xRwaOtu2lJPWR7Tbm1lcNyJRadEEIMNsEZ4foizWFf7bIzw52DRJeTPtGu5LK7NoQgQ0vMzhMUKQ20a5kWBdQopu4hUITRES+AKKEftBlRgbY1TBfe+V9BfDvgPzxnyIVAHdNcE6xcl93zEcvHRjPddMFwEXsLbV7gZNDnM5lCf7Br/5kMq0CFCa4SSOKmw7dLcOQFOUpcN5TTD1RnSVXR6ku4gIE41Tp3hdPNBrNnnyu4B+3sN+ahisLxGHCi6nQDhLE1l2mPr85oWkE5gnbeiA8+Fwjmctd5gEIl1EucEWWUpjWVUNMwLx3DuGI5rxjPD2a5loYcZhCGnzl/AxCOq4DKlGJM3Ywo3w1ivbygdBBVYCnaKq+hck2Y9xuU+pZlzIwgIMIzFhFExZGfvOt3+gDraIwuXGOuUkhlGlnR6MdFKj6VkhXA1JnNz9vZn5NWMamCwqSVZnyCUw3YSgqBPLwjRsiERlj5rSHeRHdapmJNzQCFzpHa42tEsxr31ZViH8+XH5s6F2m7d2uapp77KzVvX6Xa7dDoJQmjySjPLJNt7AVVeEYiSNJzg0gyT5pi6Jk4DhBJYDWFsELoijArCsIMONI2R1KIiUA1pPCVMUoTU1LWiyASmdm3JOvbXj0pxQYiMIzqrEWtRFxH0QSU4qTC2od8JCEJNNFgi1nMSOqg0fesdfZ34lgAo2lriuiKd5TAsCbpAqBECjJVMZg0O4QFKHrA3TNnJJYU1qEKihWOegUNBEGCspXGWsG37XII3BL3hygbpuQR1CFA6hNEqm6dWaZo+ZdbF1DfIp221VoYESw+RbFxk4yPfw/seP8N/9aGkJZV9MyHQbU+MQNCNIpY6HqAIIzi/dYZhOubarZtvCVA6wPpynwcee5j9myNu3Bjy/I0dwv2c5d46QRRRyZT5fJ/p9DonLzhHnmXkWc1klKGlpBMFBFoQaLwsehzhXIOUgn43QThHYXJUIFFRQO3mZO+o41i04OTYKsX5NtLDvws8cHAKdIxtSmojcNMcOWkwv9GlfEbw71+agIgRZ08TfKAm/tFdOOhhvqRZ6Jsc+VMfkS8PQYpreSQCvGb3cYDSeJMRFtmTYwDHKsg6UB03e3I4U+BqgbA5wjbYxiBsSagqalNTNw351FAguLU7Z28/Z29egY5QnZRpUTOe5RxMM/anNTJeoTNY494H3suZsyusrSvCwLcvI1sqjADjHHlekOU5RVFR1x6g6DgkjBM6gyV6S8tEnT4qTmmcQBiHKPCZpKql/MhWXpu2m8f57p3D4ueCH3yizCMRwuuce4CCX5XbBoTDYRBIpPLnVQpwzosb+s/xx1TgAYo/SzWNqWjKCiU1SnYQqUaEgmTgMAFUQQuUGnwbvKy46yHJyjo88ctQ1BKykP5pyYUPaT78BzMe+z0F7wGWHLwIVAbIoBm1Vd53O5Ty8rwLiV6pjrWxSoRT1GVDMcuwdYGkJu0I0oEmTCNUHKGiHgevfoNrV4cMDxrqacOp01sMOgGpyMHWGFW3NqE+k+GJ4gLnJFJqr04qBdYYbONah2KFcQHGShrrKBvLKK8ZzgzX9xu2dw27o4revZZuuzs6CNk8vUKmNHvVKxRizNy8SklD4zxAEYC2EuNK9qsbhEVCJ1tlUt6gaMbc7KwQSsFETBmXI/YPrrPm1qgG+8zlKqHqUjDHiIK0G2MrQ29pQNANyMycG/s32N69Sb48wnZy+sEeUVez3H2Qjtqkp9fRwhBj6bKCRKBZAXbJuUpJgdAOGl/WVMZTmqq6rUDSEDTN4VLm7cbu3i7PPPN1nntOIaUgiiKk0giVIFUHHW0QqIAwCEjDKSLJadKSpq6J0hCUwAaOICyRekaY1iRJQbffARSzZu7Hh8wIY4uQCU2jKTKFrRUYhSBCCIdVJS4wyNSShoagbxHRMuiUeQWNMYjlFK0VUZoQBxmp7KDT4/fItx/fEgDF1tBMoZrXlHlJJ1CE3QgjI6wUPHOjpJtYNsaKaSGYFZpYJ/SUI5INAkEUBNRGUtaa52+MePbqkLtCzaaOWOpC/AZH6tKZkA/1urzw4Y9TpWdgbAm1psgqlIa420H37kb0Qlx2E4fBBALdVZw/v8z6WvebypwsQuCQNKj2P2xD01SMRxPEVLK7nzMrcm9//ibRqkrTn4+5evlpDsaGatYQuIY0kAjb4KzyK5pDp2avwHGUVy9ZEESNNWRVjqgNUjSkdUIcRvQHKUkcsrraQ1iYNI7SGGRj0PN3ekQcvnxW4VuuF9vVZjwcfiYUFq4B/22ElQOcDVqxDglXpS/LdL+fU6sNf+QPXiZcrXAHGf++XOGzasOrjUH7uQsAdJvYk64gaeCPZBAL+FntW569cw7HHXOPsiiLPJ2C2yhlZWWZ2wa3O8IJQVZWGGepnaMqKsqyIp81OCMYzi3jwrE3MjjVIIuK7T2v25K7HkE64JEPfIit06e5/6FNBv0YKdvOFneIA6hqKGs/ecRxRLfbwRlDUZYkcUwSx6g4xgUBs6KiUZJqrFC5Iii0l+IJIAo8GEki/x1F4W3cm8aTaOMGoqgFGMcmc6FCwuQUUoSosIOSEiUkttWNaayvtQjr9U+k9hMl1qC0xQmHaEJwAkmApQQmmEbQWBA6QilBGqwTxjF33XeADhQ82sU2gqYWXHp0zubZjIcjkHcJ9P854mCkmex3OX/O8Oh7K+4/ZbmAX8gEwPuJSVYd7/+fl1z/OrzymXc4nN8krLUYU/vWaiGxSiGlREjp9xuYFXP2JyNcoInSmLjXI0i6VC06jFZSwrpEi5DhzpjxOOaSPE0UBAySEi0dSkFeVczKkqKqaJoGGUuEkIRBSF03jCcz6qqhqmrqylI3lr1RSVaU7I4rigbmTYCRHWrVZ3BhwNr9fXrLm4f744SglpomFLjIq69mNG1LM8SpILQhS/Emou4znVXIahczfY5JuUdlMlYH9xCjeXV4jf3ZdW7Np2j5Ksn251hZ3mbQP42JTpEJg4gVE1Pwy1/7HEtBn3O9FxirIVM9ZunhiHRLEuR+vWD0AU3YZS2MMDhqCqbsMmGb/ek2Y7eLSHMa26DE0XW0aKmva/9vKdrk6x1GFGn6/YT5fE5ZVsxmI5xzGOv9rsLoOlEYEocR0jqUcyTBDKct3RVB3FMMzkQkHUWvr4jjmjCcI6UFAvI6gEaj5pIlFRIoC01NbSpMrsFIwjAmjkIGaz06XcnyWuAXMgqc7GNFwswE2ECRnkmQgV8UNLWhqhry3/wi+6+8fMf7/q0BUAxUpaBuJI2T6EARxZpO4Bneu1lFZRSBdBRGUFhJT0k6gSMQpr0EFI0RTAvH9f2cb1wdIe9Zxa476hReF/MKwWpPcSEKGZy9SDLUuKRENxXGTpBIgihEJavIDjgqBAWq1yEcpKytdej3X88W+c7DAxT/0MLf6Y1pyPIc62B/f0zRVLyxwJoPDawCcVUw3t8myxV1IcHVSOlFrGgkLvQS9kIqlIoIdELTWK9H4RbqtT7pbmyNn7grQqWwShNqRRwFJEmEMI4iVL7CIXzr2jsLB6LmiMW4KLm05Acshy29E+CLCpIQ1/NdNhjpl/sJkFwkGWQ8dN9vEgY1dW142pb+88WifOSOPRbfh/8eaSBo4P4cOgKCmiMgcnvmZBGL50OOsjM+jMUrNE4LDJZ5WXgp81BTVDVlXlNah2kEeeUoGshKh8HimobxuGQ0mhMOlonTHmfOnePs+TOsrnZIEn1I3DsEKIK2I0OgtSIIAqI4oixjwiQhjCLCyJcYrJSUdY0rFDarkbVDG4kIBDIAE4uW5Ogjy7xegw79MVuo5Cp5W4lHKKTuemVUFbSuxiDaUo9wTXs6nXcvlhKcaVVODV64TeOcd53zomJBO3NYj56QRFGXJHJsbM2Ie5ow7FDmgnwO/bWcuNtwqQddIXj8OyP25wG3dkIubla87x7LaeHYOByBgmU0a5Fj5WLJeI+jKuO7GN740GuzCNEaIjqLFD4tZZFUdcW8yJFaESUxOoxQOqSqG6SS6CBEd1fQSw1luMFUzJjZAR0X0OjGZzTjAJsXlCYnNzmVrdA6QEkJYUTpaka1oK4byso/qspwc+qY5YK9qaO2gkak6LhHmK7TXz/F0uoGcXxUOG97fXxyM7CYxnquSzsutRYEKBKdYkRMIRyZLRjVB4yLA4omY24KnAkZz6aMZzNmVclBMeL67FWyWDCOKno6oXYBaEFpG65v36CvuuT9iiKYU0RzRL6CaGLqSqMqSVOVJLJuTRAcjaso3IyZHTErp8xNhoo80ep4b+OCu73Q/7HNW6s0vF5o7eezeeZBaVHkGGOoG4tUirCaU4chJoqJdYAWCiVKkM4TwuOA/rKi04P+kiKKKoLAIqUADInR2EpghSSyAmEMzlhsY7BGIgwopQkCQdyNiPsByVLcXt+CxnUxLqJxMSIJWb5v9YRxo3OO9JXn4ZV3sO93/pbfeXFgQ75eDQi7m0T9kM6pLZbXUs50BJmxsKeJtaIbK3pGIo0mCmoCZVmLY/LC8vXtnG/cGvNLz77KreeusP2Ny8zXf5iDwQqfGIjb54vDuIg3Djy/usX4rKZZKRFVTji+iQiBjiKJIgZnTpOufzdhv8vmY+9ja2uJDz2+xd3Ju3MKBK3TaqhJ4hhHwzzP2B6XVMZQNOZNvHOOIpKC+5KYNVexe+NF9maS/Zlgf3yDvWLKQb2HEAone6BD9OrdvPeB+/nI+x/la098meuXr2BtjnMORx9rDU3jSzrOVXS7HZI0ZmNjhbQTESqBtZYoVAShJlEd9qejd3YQpINOAbaE3NISFTjih+B/L7XPVUcSPuDgD5fwrxL4bAh/tIIzDfyjOTeTkr+dhth+h7zXZbTaBVW2bcDy2OcuzmHDIYvHOsiBnwt8i8VskTlZEGsXpOnjHBTFGyd/FdZo9m6NqJqGvC5RWhGmEVlWkmcVYdjFETCuFOMqYFoZ5rlhb7RHVVtghQcf+gAX7nuA973/XpZXe4Shaie32wiq7SpQIFhZ7SKlZHiwSZomaK18hwdQWcskLzAHQ7TWqOkEFWjCJEKFGh0GdDsJcaypeh4IZXOH1gJrIIqhTKFTedBijt3ALZJKxghrkU3lSSxCIoXF0VCWbdcckiiOiDs9rDEY0zAvR1RNTpVlOCuQbokgSEjTPjJICELju7uB/mCD9dMDvvt7ekQ9S95YXv5ayddeKNi/ZVnZgzqGKBF8x3rK3mrIV0+H3KVL7mNOcAx9VMAXK8fTO44v/iJMbrSn2fCWGip3FNZhjUNp/93OeQ+i2hRIJTFGkc1zZrOMcxfOsba+Rpp2CMIQ60BKidKaTm8ZQczS5v3M85gnX9ohCUoefvAc3X6X5e4aB27OrXLKdD6mLHOs9ROx0iF5VnL9GiihCXRInMSESyHRhiLVikt9bxY46C0RhDFxp0MQhGitefWZZ5kcHLS70zCrDqh1hpMppgyocpCRb4qrhUWIhkpXvgwdrxLGEaQhN7dvsbN3jfec/whKDygyyOeOaZ4T6CG3mmtU05i8iSjtLsaENLbClg3m1RyzoTAPlAQ9i+4qepsJnV4XM+lSFhrqgHk/4GBQYpnjGHHj4Aq3Zi+zm0/JREWofNUtcqL1d/K3AGf9Lcc5qEYtF+kOwWoQStKuZpYJ6saRSk3TQDMvMM6R1XMqo8nLAGUl0kls3mCN4/qeRMWa7pWEtKPo9hVJmhBFIXE8QOkQHU9wjcUczFnWPVy8wWoak8Yhoh24OpDoOED1erhOSB52kFioLbNSUDQNM9mgUQzcG7dD32l8SwCU2kkmTjOIE6IohTBABJI4EWB8GjlSPo0cWIF2XvRHCsdkVjAc17xwdZ8Xtoe89OpNJte3me7ueKLhuKFoNDXisIhxPFL8fUdZhbMaHTl0AF297K3CE0kaOWwF3fNnSVaWOHPfOU6tppxdjllVbzQh3VkIhFflVIIg8CQ14xzWGJq6xpzInXiVTSmkn2jaR78XcyZQXOwldPtBK2htfB7Cl7mpmwqQBCoijGN6q2tsbaxz7tQ6u0t9ik6Ka2/ZtYk9QKnrltAY0emmxGlMp5MSxyESixPWC7opjYxiguAdDsvAwfkaRAV5AeMQ9hZlJzgsQdmFsqxqhdzw3TSV9oy22rdIllLwahTTmIjyVg/mrSTqYWbm9szJseyIkz4jc721mzfittctft6egTn+uqOwVmKcoCgMZVWTVRU69GmIqrIUlSd2WyTjrGY8r8lKS15B1SjCuEd/pcupM6c5e3aLpeWUTidEtZWtwyMkTj6kEsSxIk0Dur0OzjnKssIZ7xYslMIKKOuGylqks6hAURmDDgN0aFDCm/PpQCCloKp8y2lVeWl05alfPi1+4ubtCa4Oi7UW6xQW6f2bbE1jcl/SEYrA+Py5MQVNU1A3Y+o6ozFzD1AwCNPFmMDLwQt5yNlw3h4QU0vqylCUFfNpzeSgIptaisyvfIWAKPR+Rwk1CQ0J9hDgzSzMjOOVHcu1HS9KhgUVS2zpcNW7mEYRh829bQfNUXLQWYcxBut8R1Gnk9Jf6qMDjZS+FCSl8lkUrQnCgCBOUHHCZKxpjKAIl9BhjzxcoYxj6jTCuQh0gTA+c2VFAK5C971ybRQkJN2UKI5IOyFBFLDUuhkPul2CIPBZt3bs6+BIUME5Q8kE43KcjZAuISDBq3qb9vscTlU4WYM0ONFgRU1jSuqmZFYNCaqGypQ0psE6S2Uq5tWUUM1QzEjq3KsGh4ok0kSBQkcO28kR3QbZMxjR0NQNFeCMIun1kbZLYzW5rVFmzHg2ZjQZU1SWSkkofdky1EdA/3gWBeczKMbc+f3e86oMQlikcoRSoRRURtNY7/Tjl2HeKwljEM4TmqvKIqzBDWuqvKHMJVFkCYKaKJYoHRIkJcJY7ChDJpJiqcEEDhEvytcWITVCOZyUGKGoUEgrEEZ41djGUShLYMxrb2nfRHxLAJQKv1jtDiTBimYuDKqo6HZDpLN0dU4nCFlPQmIlvNeD1RSl4x//2rN8/eUd/vtPf5XZrKSaFrjxEKZDhld3ufniATsPrrA6CFnjJDIU+MRKah17r0658dKIzS3FYCXl4Q98kEZKcgGTRjE3iuX7TtFb6/DB84qzkeDj0nfMvBuhpCCJNGEo0RriJEWHGtVYMltwy5SYdtQEIiBWXTpBTKojUh3SjSO+/+P3cddqwh9YDdkrCr60N6STVWzlJWdKCbLL9YNtrHOcWe6xeWaLR77j/Zzpd9hizL0DSX+rR9JbwknN7miOcTWCABVqgihERykq9OAGIZhODxDCkaQRYZyQDpa4vH39nR2EVQt/bgZL+0AOv7wM/3D9GCF14bAnfGF42sBnBTzXwDSCeQQ/22nrDWDvDZmvn4XfDOC/68AwgSrmUHztBNBYRJtRMdKDkv1lFpoQJ3km4DMuNSdBieIEybeNslbQaGZzR14YxvOSKJWIKCCrGuaV95/K65KvPn+L/VGJrRVBPGCweTcPPPgwjz72GBfu6bG6kaCiFhwsgIjXJUMoD0SVgjD0N9elJd9lURRnmc8z+oM+RV5QlAU0vnujqGqcqTFl4SdPIQnCwKsHVwVJGtGYFKX8ObBOEdaxv3m3mYwgPJkCl8IRC+u7R5zX1DCEVHWGaSbk5S2ctWjR8WoUWjHJrzPLb+AY4Vx5eG4sgrJJqabrBLpPoJcQQiOE5GAyZ34145f/h1dwumRSFBxcc2y/AGcetmxdgOa8t314lay19KzRx1rhHfClAl4aw//0zyoObsK9D8NkX3PrSkS2U5Hvv0NL19cJKQUy8MBACoFQC6NASdM0VGWJVIqkm3D63GnOnTtLnCSoQKOdN0sMAk2tC6Sq0ElD2HN01ApJkrDywP1EaYKLYrobjsg6osaijUM637ptjCfkK6GQKkAHIUIFXno+0DgpkKpNIzQl1jY0psA0BtvYw/sRQCNy9vVvIkVI2qzTVZa4k5Cpy9TygMrgJ+JgiDUNuWnQdUxUpCSBZS1NeGX7Ca4OHZPmBqWcIkNHUWds7xWUaUyWGgbLW3STZe4+O2DVGvTjOc1gRrnxCqIjEalke2zYH6ac6tUs9Ta4++zjxHoZWWwwnNzi+ugFXt5+kb3pDaYqxoQDjBrRxBbdc4d8E2M94F4IEBojacydl6+LMmM02cfYEh3gXaGlpL/apXaOwnrumWsExbSiLg1xGiGcIq4DrIG6NBRlQz6uKIsZVW2wzRiQyFigcMSV5e4tx6n7z7ISOFwM1pTganToeSWFNVS1Jc9BNBJpJPPaUVpHpmqiWnhLiDtlAr9BfEsAlEhVRNGEwEbUecKYOdVcElsJwlJnc8ogZN4IikCiAsmrt4bs7M/4zade5uVXdxnv7FJnhS+Q52OoRtTZmGw+Z8cusQq0Uw1w25pcCOKVAdFKxfxgm9BaykrgIt9bq+OAWAUkvYgkDXz9Xftp6N1KhSEESget94I4RO1xoFFx6Jnl1lLXBikUWgq6UUAnjkkDD1DW04D1Tki62kWMBKNbUwoMTirWNteR3RWmzRxrDOfObLKytkQkDIGrkHXOWj8mObUGOqF2gqoqsQ7CMEWHIVGaIsIEoUMaPMNf68DjAQVSB0eiW+8kKgEvaOiEYFPYFZBmvmW3DmndXvzDKV+qyQ3sxz6b4hzM2wxICowEfHYAz0nYD6C4vQRzjNsCHEn6LUCGAXelfc0DHJV4jmdSFgTbBUixIHKfBTr2qsmsROSG8ayhKC2z3FFhEdOG6bxmkpXkxstK1yJBJwm99VV6/RW2zt3LhXvOsnV2QLcfokM/6vzYfe0DOFR4VQrCCKwT9PoKqSKs7RLFIXEZ05QNxhhkXrZ18cZnO6zDGotpDHVVIRUUuUQHGq1D7ybspVRojG89lrdxUKQQhFpRO4E10vMuTEldF5imwLkSh8E6aExJXmbU9T7WzfDLlpOMRKlqwrgC5hhnWFgKWGMQdc1432GlY5IZEJKNi4qgC6WzXHfQOMEYSSUcGoO+rWYzyzTTuSBJFEsrDpc4uiuSoKPYdpL83dRCOX6+WmAipUDrAOu8m6xSmjhOSNMOaaeD0tpnT9rMqRCCpm7Is5y6rDG1JU5SOv0e/cEKQRzhpDg0ugsdKOcOnRxM49oeKY2QHqT4dJzCKs+6dm3u1rbGlk4InJQ4aX178uEYr2nYQ9EFs4HWCYFexohdHDmFKz1Buz5ANDVGKITr0RhFvzOgE3SIOworM1zuxfqc82LRjbE0LseICZYJoOkNwK5Juqc0JkkQCdhO7R9Th62tb993jqZ2VIXByIz5dM5sNmNWzsmrjNI6XKUIVkLQwhOX7ZFQtbOgW3agEbyjbk1jDFVZUlUV1hjiKEJJgY5CpLXUpWizNQIhGxA+kyKxnoslHFo5f/1Y11pqWH9unAPbylMIiUVQW98aXjYNddMADcYanLVI26Bsg7I1OImwos0/OgJXo+qaariPixRSS6+X4xzNO1Qq/JYAKEvhjPP9q0zKgPk0YVzPEdRMlypC7QgCKFREFmVUaUAVK37+V57kq89e48VPP00xnOKaEuoM5vt4BuWYfHKD0eiAZ5pNHJ5v8nplHiElaw/fw5pe4fmff4p5GnDmwnnClS56vYNaSuksxXQGmjT2Xa4LJY3F9PTNhpASHcee0e8kTe1wtmaQhgSJ5p46oakMw1FOLRVlCP1BSHepQxKE9KKA01HDRmzR6x3mjeWlTFA2ksoo7nvkPlSnzzSb0JQl3/mh9yK1YJyPcNKnfu89s0p64Qx7w5xZXkIzA6kY9DuESULc62NUgpEBu5OMrKqo6hSBoRsJirJhPCtoTojC3UEMBfyDDthlyE5Bbwqbe7C7BvUCDh7jfJgEcuXN+qLGO+7ZFrxUwMsR/JV+y2Upjp2pxcS0SFHX7d8C/AgJ8AgH4NNABtyNZ98u9FMWJNnjeirSk3CDfZDTo/1y8OqNCfm+I698+jqrHWpeMyzmDKczhtMZ09pRWAnJKZZXl3nPI4+xdWqDhx+5j35fsrR8pEFymIaVR0DleCePbYXVXADdBUixkm4ek6Yxde1v3LN5SVU3zGcZdV2TZRlNVVPMc7ACUxmKvMCYElxFEAZ0ugOEkNQlh+XDuvWyPN7Fo6SkE4WUOEqgbGZUNqPJxrhmgtedbzBMyZuCfPbmYiNhDKunHLPsgNksx+YlrjFoO8DWmoNtjbWW2QzOPRxw/0dSOqcyZqrkc0LQR5IQEmFYpjlBS3PAZD9mPAy5+16BsxYjMqpaMZ8rvugEt5590827s1jgWbnABAqlFXEa++4uYwmiiEF/ieXlZZaXlwkDDwyVtIdINM8K9neHzIYZ5axh68IWKxtrnD59HqUVReFl0LUUh9VLY/x5Mo3xldKawwY5T6/yDt44X7rBGRpXe+CEwqn2s04AlIqGl3F2HVvfQ6x7ROEA6yZgYdxs09iKkX0ZZbpoWYFbR5QhZ0/dw3Jvk6l9iXm1jZxXOFHRtFx1YcGICSZoMO4GTlSsnTXEieTgQYVmhV68TLG8Qz7YZegCqrlAhhInHZP5HJF7jsYs32eaHXAwP2BajShGDUJLupsDhM6pyhHCJ2AP2+lDIiSSSjQE4s7v9nVVk81y8jzHGkuSROhQ0e3GlLUlXxx/BKgKK/x9Aue70JUSRLE8LP05ZRGBpWkczjlUoNBIEgJkHJBjmTU146LEFBWKmqoKiGpJaAsC64iMaDOaGisMSli0nSELw/T5XXSoiDoxlfFCjeX4nQkBfUsAFGu61NVZGtP1jZ+JR4LP7c8oyoLd4cSvwKzG5DmmyHn6hWvc2h1RH9zE5RnYylt5UkB3A3oP0L3vHtYePsX9acB9vJYn65wnJl+3jkmeE9iG+77rMdJOSP/uM0QrEelWTNoNSFLNuVQyCOCchAGvD3YAiqLgF37hF3j66afJ87fjZAyNNRxkM9KoQzdNfW2y9l09Rkj6SUB3EHDPPUsUzjExDTIMkGHAcqdDNwqZZpbh3GG7K6xsxDz+QM1XX7zOSy/dYj9/CRlElEVDXRs+/9TTBEKinOOgn7K73OUTH/8oF+67h/7VHSbDMcPJLRpjvU16N2VjfQ0bJjgdEsYTJlmBcSVNXVHVJSrQrK0tcWpjleF4zP5odIcDQUG2zNa65rs+/go2mNPoKV95IubKpMPJ4ugCULR3eVf6MWAD/6iE55HYxV0XUJUXN1jMDgv+bQO4EFx07DsWKrsF3ovpV4CzwOMc5c4O9ffb11bg9sD8Krij8+6A4bRheGCZzDPvGqsVUoOqa8Zzy3guyK3Cqoj73vc+ltc2uXDhNEuDLmlPomNxCIgtR6Ud8fqUF7+72k9+1vib36IVWLWAomkEKggoK9lySxqctVRCYOvGa2MYS1N7bZIgVAjZCqw4cZKY6+kmr7stjZmTZwc0doJxc5zN8aBw4VJSomRD1JJRnYU48ryWJI3odlLuv/9e1rY2uPTwfXzxy1/hP37xS0y2K4qZw1GAUiSpZjCIuHD+PlbvUWw9oiiiA+pgxmRWUxo4tWLoKMMpfHn2AN9UXwKd1YqLqWWzDCkqx1MHijiQbFwQPL/27nDNFvGlz32OPMv52O/7PjZOn0Y5Lz3vSjDS0RmkbJ3dQgYBjXPsH4xIup1WJt1n/urGECYJy+vrhMmrODFk++Ytsixn+55tev0uvX4HnD0kxgonvG1Ae76k8H4zXsqelpvU/rtNYfhsv9doUgiM9TyZ45VRZyHPHELnYG6CXicy6yi3RuAsNPsYUzG3BmULIrfHcrzFeucuut11wihlvnfAOLtJXTU0FRR5q90toHQVmYBRvQ1lwVJSknYN91zoMhBbnI3fw3RpyGww5BWRM5kYErVCoDpkZYl1NYVpaJo5zlb0u33SriDTIwxzTLONrUqCuj0ubXJVIUjEJaToUpc7uHKJ17hivkU4KzBGEIYJUglW1lZJOwndQZ+yMjiRo1SA1iHFckHVAhprDXEs0YEkSVtRPSco84aqNIxHuVeKbXwftCgLrMrJbUZJTS3B4OfNvLIEZYMrC1QoSWLZcrc0gZUYZzG1QmBJbYMoG1xdIawAIxH1O+iv5h0AlM985jP87b/9t/nSl77EzZs3+Rf/4l/wh/7QHzo6mM7xV//qX+VnfuZnGI1GfOd3fid/7+/9Pe69997D1xwcHPCn/tSf4pd+6ZeQUvJjP/Zj/ORP/iTdbvd1vvGtw5gudXlhoUBBkCockmdemXBzb8yXnrlKntdk8wZevQnXd9p3WrA7+OVyxeEV0zsFZz9I76EH2Xj0LA+ncD+vxwyAFx182cJkPidsau7/vo8QdUOiQUi6IuifhQ0tWFU+yb8KrHF04G+nTeIgy3N++qd/mq9+9atv+xjUxnAwn+F0RDdKaLIKWxmscBgFMklZXh3wHe9/D1lVsTMZMy8K8rri9HKPThgyGWdEscV111lNSz4awcs3bnH5+gHqlT2wjiKKKazh3z/xJWIh2Yr6pMs9umsDvvd/9l9w6aOPsvbMS4xubPPS809Tlo4o0Kz0OlzaWkckKYQRItAczOZMqzlZJpjkGZ1OyMb6CmeGG8ynGXlRkNd3ULd3CopVzq5Y/uiPvoSpC/IsZ/rqBldeWj92lBez8iLjEbYzt/Xqrjb0AAU40X6hK4iOKeeKdumSx76kZLqcBCh+8vQA5ZeAh4BHeS1AOeJKwDaYXwK72r7e/2l/arh50LB3kHni41LX67/NG6aFZZoLahEQpCkPPf4hzpw/y/KSJ+1FrZZXwxFhr9XXOlHWuT2UBuU8nQbhyeZhCEkKTS1oDMggoCgDpIopi5qmrpFCYKqaqnSebFgZpHGEsS9BOidwVniC6gmA8vqlvaaekGevAEO8IWaXNomO36s5gYJuDK7yh30phSQVrK3FbJ1a48d+9Lu5cO/dPPZd38HP/ILmxWtPUU0kxRycKBBKkHZizl0Y8Ad+/4PEZx3RpYarE81ephmNZzBtWO0btGw4057dPeFNPadAb61ilZr3IxlnkmcLSbKkOHeXYHnjdXftHcfnP/MZnvzc5zhz371019fQzqKcoiktQajpLnU4rU+ztLbCwe6Ynb0hKxvrOKEIlPRpd2OIkpS1OCXudHBScePqDQ52D7hx33W2Tm2yvrJCbRqqpkQ5P1ik9O7FVgE4lPS8FOucHyvGlxLcopEOEKjW89gTpq1xJyZqayGfg9U5NdcJwz4D00e7dUIrcPWLNA2U0qJdgXO7hHHA1up9xHGMVDCd7TIcX/OTbglFBqH03KaSGilrhuUNrBgz6EWk3YDTl/qcUhd4T/JdDAdThr0ZHXOd7WRGWacYI5kXJVVTMq/GaGEJlGN5MCBM+kxCTxDdbTJcWSFiz+FyerH0kSTiXjTrTIpncGXKnZIzrBMYI0k6IXEcsra+RrfXIe12KUuDICNOU9JOF2NqGmPY3z/AmIZuTxOGik4n9ERXqf0is2q4/uo2s1nGdDKiqWpqCoyak9kZJRW1BIvGOEFWGgINrshRqSaJhN9RqVuFYQu5QhiDbhpM01AUJTiFcNqLKr2DuGOAMp/PefTRR/kTf+JP8KM/+qOv+fvf+lt/i5/6qZ/iH/2jf8SlS5f4K3/lr/D93//9fOMb3yCOPSX0j/yRP8LNmzf59Kc/TV3X/PE//sf58R//cf7JP/kn72gnaisZ15oslmQBPH+wx95kzPOfv8LsYMpsf0JT11BUMN0Bdw16FyHo+f7BZg7ZZTzVdgLjG9BcJ7uSMboI1zagk8D51zlgHQErWnDpgU3WzljO3pMQhBKkIEgg0rAiYAMPTPr4Gxp4ya6QI6KsdfALz8KTl+HGO/Gmxq90HQqhImTgUKJGKkCFNEYyGk7BWboGrLHYqiGfTrGhZn2Q0NlaRtzzPmgyXCdlEnydG8NdRLviMZnyqyVr0VFEr98n7HbQSYoM+xg54Atf/jrbL7/MvMlZ3lzhI9/7MTq9Zfr9dcrJjHKe+44O5RCuJgoFFy6eBiGwSOZZzt7BAVVVvfHs+bphQB5QVhXbN67x7M1VvvDiPbx4tX/0d8SxI76QnZZgOmBjsJ32+U/hgcT3+b9TQe0OeQvgQBYtFol8toWcQ+7JYRvxAgQtPHtyjjImC6n7fwdcb983xGddjiuWCVbP3gNxgr25TW0MQRwiA02QhCwHMQQRcW+VpNtl6/QS3a5fyRmgNKCs55OIFm+pFnQE6mjFt+gEOezgwY/JqvTpaiEWKeM2g2Kg73y2QgFlqHCmS9lased5gcrFofKrkiFlfsBnP/13ME2G1r4bQamWkxVIPvi+06ws+fNT1wccHPwHimKKv2oWejolixKZxJIiefhixA99T5+yKCiLksqsosIVvvuHPsn6qQucP3c/nW4D1Q0+/pELrG/+UZ746rO8/Oo2z768jZUVj35Ec+lih/seDBnqCTeme5T1PsKOufVCyXxiGb+sWF+2VO+BjRjOR1AIOHDwlU+HzHYC9r5jQG3g1eemLJ82rJ2paW438Hk3o81WOOeQwpNlDRDHEaEOSaLUZ7CCAOccVVW3Ql8WYyzWGKazOePphLKqiOKQ3qDTEpsbBI4g0J6YKwQLDqRCtl1Q1vvxOHdM8qUFm9JnXZQTh9vorMS127kIU8P4GthOQbpyk67ZoDAz0miZjurRzZ/C2jkHVU0jHEo1ZM2ISf4KO+MpdT0nmxfYuoMtA5rCUsyNl7rRIApfNdWzA7SaYpoUqxXIA+aF5vL+GQ4ONAeJZrQ3pcpm5LWhtorSKop6yii7RhqFdKMYQUIoAzaXNzC2i8pmFHLIpHwVdMtEazNMeTWHMmLvIKM3VndMsXPOl1POXbiLza117n/oEktLfTZPb4FQ1LUgjEKiKAbhQX+e+3bwKFZoKYkCRdVU5FXpr4+y5EtP/CY7t3a4fqOgLgRNAr0gIIy8tk7T+G4masN4VjOdlrz47DcQWqA7AQQJIkxQUey1dkRFpByneppuJ2JzbYnxdMr+aM68fGcT2h0DlB/8wR/kB3/wB9/gQDr+7t/9u/zlv/yX+eEf/mEAfv7nf57NzU1+8Rd/kU9+8pM888wzfOpTn+KJJ57gAx/4AAA//dM/zQ/90A/xd/7O3+H06dN3vBNl0zCe5+RCkQvBSwcjru/tce3lberR3KM300DVGm24EQQW4pBDEw+x4BlMIR9CuUt5a8zs5pSbY+jLI6XI49HgV5ndrkAFim6/QClvty4tuMx//IL50ODX0xYvKR/h14MOT6r67Cvw6edmjIt3Kprgc69CSm+7LkAoB1JjnSDPKyIpiKWkRFAjsE1NLSw67hB0I1g9havnmHxIITWT7PUHl1SSKInQoWfvW0Jqo7lybZvrV68z6Gi6q0vc9cgD6LALugvXb9KUnjQplUNrUEHA2voyRVkzHs8pqspzGYxB6Lc/RIWwBNEEJ0v2p2NeuLHGf/jGGgwPISCvJakuSLNhu6KL2te8jAcyi0LcQm1pATykL3AD3jgQoARtQFvfqmxc+3kxnodi8Jm6Bbl20Q10GXjOv5+6ff7kSOsub2CDVaaNpmpq0AodBsQdz+2JugOW1rZIez36g5AoPtrDpt1lIfD+ie7oKByCk3aAHs9o+N8t83mOaayXp1f4hFNLbKX9PCl82Ugrg1ENWjcoVSNk5eXircWagCLb5+Vnf5GqOHjN+dNa8+Bd/2tWls4DYEzGfP4cxtScFBFpWBCRJY5YSM6sBnzssQ5FKShKwcFsA6fP8F3f+32sbd0F9HDNdShe4u7zy1y858Mka4KNVxJKaSiqOWcuGbbOhvSW4CAvGU7GGJmhbUm21zC85ZjcdAw3HOkZuH/gAYoBKgdXXtLcuhywecnLgg9vScLU0Ji61Wt59+OoRNd21LQt1AiBDjRKS5LEk7tFe5KN8eRI4xzGWEzdUJYlRVFi2hbiOI4IwsATiJVXBZVStI7FfqBIREvzFgjhDm+lR4sKD/494PUMaNt2EMnDNmkftoFsiLfAWJ5Q2imVyeirDeIgJFEJhQwxpsEKR6MchZkxK7eZTG+R5SNM2eBMhK0VppLUpSFc8M4rEBmoMkdR4GKDiSUuhqLpsze+xkExYBj1KeaVzwDWJbVTlE5RVBnz8gAlO8QBOBuCC+jFPRwxeXOGqdWMmusgjO9Ga6+5qi4w5ZzptEDOY+4Qn+AL9Yql5VW2zpzh1JlzrKwMuHDXeYIgQgUxWmt/vls14ab2GrxeswhCJPNyzng+oSpzyrLg+vVXaUzGeKYpgwYrQxKp/DUubEtyt7jakBcNVZHx4nNX2uNSIeIEopSw00OHIZ3QkYaS2UaPjdUBS/0+02nO7q19isi8dvJ8G/GuclAuX77M9vY2n/jEJw6fGwwGfPjDH+Zzn/scn/zkJ/nc5z7H0tLSITgB+MQnPoGUki984Qv8yI/8yGs+tyxLymMs4MnkJOHm61/9NT73+f8Wq7wS4aQqqOqaZpj5Zd4xO3ZsWzEeT2EatGo6BtwcFm2D7jKYW+z84pcZ/tsef6Pvpe5fLzk3x69388J/VBAdEQ3BTwDHMyUSPwW16/bDng/a565MYJQ31Dsv3cGRPwrZ2n6DnzGsEdRCMJchadRBr54mCSWDUDBoKqypiZYSnIbLl1+k2t7GDq+SVYZruzXj7I1vrM75yW82zcmmGU8//XUG/Q4u6XPqgffyvf/FD7K0uopa2WqLsgITDqmVQUaCTj/mwx9+rxccC0Oee/4VPv+FrzCdz+kMeoyK3M/xbzMGvYw//EP/nuxUj//3uQ32Xl6BmynUFg8Q4CiTYfDZjLbEc1h2qdrX/HD7ewF8HfhFjjIj3wfcBXbhr1N7AbdwAr/HwO8z8P/V8BUB2cfAPAT8y/Z7M39u0PjRA/D9wHfjAUqA98m+BvgSnxCC05fOc1pd4uLD92FxLUby6ELHCh0pgjhEa0UcCS/5Jo/Ok1Qt6bVtRGr95Hwzk0/4HQ7uhXpnVcJof59/8H/733Gwe/1EduX4JXWolul8Z4dd6HBYi7Xm0PtJSYW1JXV5J4S511M4MyxKaEoJ+qkgCQtceZ2Ll+5i89xFms73QHQPg5VL7Xn8AqZ6lWr4JLp3F0F4Px++71EeuXCJj7//IwyzIZ979Zd59tqEf/X5f0c+q8jHFT/4XWs8ev8ms7TmWlrxha/f4JWnG57/N/DR74GtH4fTwMMS1n5Ec+1A8av/aptiJlnrDeiLgjTO2mvy3Q0hBEEQEMcxURQRBAHdbucQc1vjcMYipEIIiVLe/NRKdQhQalkfltqsMf7zopAkiQm0pi5rlFYQKNzCvdj5BmHTtjZLJZFtNkVKiTLWJxtxII6K2a7VfpdSeofdYxmUxsLBzK8TjIG4ukWUfYVB/DG6wQqr8QMo0WNn/hSNrckM3Bi/wHh4C+k0wmkSexHTJIyGhumsweV+fDvA3QSRQ2cHeo2jfm9Osy7I3gNxZ0J/cw9sh47pYMJlAiImTUXV1IyzEfNql2F+hdrFVCJldnNApDvcvXWRQWfAg5d+iGF5hfH2NpmdMCunhDUoHKODKxSTkOsv3qKqK1xq2xXB2wupJCr0XKKyrpnO5qhAM53lJImgE8TUdU1ZVi2IPCqfNq0RlACqKqco55RVRlXmFOWM2ubEqRfKDHsJgemQ1hHWNkxnE8zcQe0QlIxnM5589RUm9YgDdg/vP1J680IpLYnQPBid4b4LZwmDlJdfusJTTz1D+v4LhBdX73iMv6sAZXt7G4DNzc0Tz29ubh7+bXt7m42NkwVZrTUrKyuHr7k9/sbf+Bv8tb/2197we2eTPa68/OU729jmzdzoMiCjurVHdcubf/1uCaUkcagOnUcdAicERioaFWDCBGKNThSJsATCkmz0QAt2RnuE3S44h2ksWen9Ut4ojLMUdU1uLbOmYXfvgO1bu6T9JdIkYevSvXR6ffyk2/LMwwSVpCS9LiIO6PV9/igvSuq6YjKdYqwljCKkVBjz9leeUtak8VXmcolXJ1uU8yGU2xxxThKO4ODtACXkqBSzyJKAp0G/AHyNo4zL3e3fF1yIEihAjCCqYVD72p7QeDq09X9nDLyKz50dJ+0ubtQtYffQr+coojhBRX3itmtDhh5IWECFIFs7ITBM9q9jmxKxuDm35R0tWyzeZkKkgjhpu0COIe8FV7XOYLi3w8vPPcH+7tW3fR7evVgcn9d7/thPodsuJEGnt8Tq1jkYXID4ApDiCdDbNNVNJuObCNNHmC3SrmW9G7G0GrM3hf/wimQ6r7l6a0hQStJCM7BdNtQKy2HGJMhxlaSeK2bDgPG+YSer2QqhF8CZUw7Z9dottfHb4xMHb2Uw8c5DKoVSijAMCIKAIPRlHOsRB1aIQ2E6KX07qdB+m4TzQFJIr+ZsGovWmjAMCYLAGyy6hSs0h0DTOXzazLmTo7flpwDtzwXPRLSfII6l7k5mUJzzBovW+JJk3mTMqn3KOsfUjkgtk+qSUAY4a2ispWgy6iojFCkBMcJkmDqgKAxV4Q551A4/BNwU3BBsDcXIev9OB0bXRJ2CuIaoCQmamNo6LLX/niqnrDOqJvOcuKqiKCyhqLi0fjdadllLL4BqCGWH3BTezViAw5FlM/KZIh9nVLY6avB7myGkRGlF3dTkec54MsEJx+BgSJqWNI3DWoMx1ls+tCsT6xxlUR8ulpumoK4zynJOUWbM5jOKIgdnkRK0UmghkVZgK0td19gaaNyhp86oKBjWGXuHRAXBUanaEqFJZUAcJ9zanXBjZ8i17T3O5JtvJMb+pvG7oovnL/2lv8Sf/bN/9vD3yWTCuXPnfhu36Hdu9DsxF06tsr8/YTrNPEtSaeqkQx522CdCRinLa11Wlnps9jus3gBPmccAANCSSURBVHOKeCnl/X/we5FBQrR0D257n6YaY8wbD5F5kfP8rSuHN+Dnnr9Mp7fK/+qTP8b5C14Y6qRyjKB36i66m+dYs0Pqasa1555l++Y2n/n1z3Jzd0RWFgRRwMrqMjd2dqnztw9QRuOMn/0ffgMrJblUuHLRVnz0/SfjeD2D1/n7IiqOMjAAz3NY5ll8jnFeXv/fAJ9xMBct73pRzsna1/9bjiDA7bG43Us8pfr3HP6lXBgoe1sauqkHFvb4QtRCkc/4xz/5X3PzytdOVLJOUHmOzSritp/HX+PbjQ2zybsp4PHuRm3g1rRh7tbpr91LtP4xWPsQyDN4QCrBFDB5hp0bL/AbX3qCm+NnuDn5Nb73h/vc/0jCaZbRdcXlF2cUxvI97xvw3tPLfOzSJmtLF0iiFV68/BzZ5IB7z/eROuDimXO47i7/9jdepn4AzEWQFJzqNPyf/vdnuLEP/+gzuxyEFbcmMH9nMhBvGWEQECcx3V4XrTSB0jTG0DQVDoFQAVoH3tdItGWgwKfAXAtQ8hLmWc5kNuPCuVOsr6/S7/e891JTI6REKt+P7gDRtGDFeJ/j5hipQkmB1n7SstbhDL60Y8BK4Q2+36B6bYCqgf1ZS4wu56TuMmUcsLV2kU5nnVHvBUblkOuzoc9nKijLHFEV3Nz/ClUGe3sVTYFffyT+sy0er9xQsG+hKUBm3hljtd+wsj6nawJW7Dr5LclsMiMfTpmWFcPJHqUZUpmSSTUjmzVEtaQjYz7x6B/grrX3cn/0IXq2w1fidfKspMz3cdK7bwx3Rsz3BGbH+tvROnfEkw0jRWcQsrN7k+F4h1defY4wCllfXyMMYpK473WHrCUIArRWnodkLMODse/AEr4ELqRhOh2RZXPGkz3qpiBKDFoIagGx00jbYPKCqhDITKEMOGW8KKNLcN6sjKN71UL/yVIjuGIn1Hs3WfrMN7h+cJMX9/ZIioLlt7/Lh/GuApStrS0Abt26xalTpw6fv3XrFu973/sOX7Ozs3PifU3TcHBwcPj+2yOKIqLojU31+v0+d9111ze59b/zY2Vl5fDfUkrOnDlDGJ7Epac3NxksL4MMiDsdjNIgFWnSo5N2IBRU0jE1hriqEIWmHE6Jmtq77soGxlfZ3x8zGY/ppOnbPradToJpGvaHQ4LojQqOvmoNM0yTs70/Y39cUBqFCBIGy6v4FZfg/PmCoqxO7GO32+Wuu+46XM39p4s7TE8u3f7EnV2e6+snx7trttt6jKfCNJkHKO4k/sOUcwYdQb2c3Nn2vkmsrbyz7ro7DaXUIZEeIEkS7rrrrjfNogl8fq67vMx+vgk7MfOowpONW1RgpjCvubUXMJqsMZuFFPOI3RsRnTSkQjKdBATFJoKSTtWgsj75eIXdYoCSKdVkBVlqVrUXFOyJLaoyItuFSQduGtAoNIoOm1QTR1LFqElDeaWmL+GNLqOtra0ThNGNjY23dc3pIMDkOaOb29STic+mtFnHulkoFLelHeHbfH2W46hGV5QlWV4QYljpxHQjTYBl/+YNgiCgahrvIq3UUQnQeHBjscc6sfz1KJX//IVWim85bjt6nMPYhqZpBfyOle1DQi66i9R1hZhCWkAngE7RJYwUqlQgIwaTM8i6j8mWD20RROVBUzGHuoTUtmXKwJfV+yVE1ltvdWPfft44z3FPdyCYL2PmA0onmduM5qBGZJbOVOOKGFMPqK2gcoYCr2IbNJDIELknKF3OwfQW82pGsrNGv3CsZ4qgJZrLDIoalhJYUxsczx2trq6+5bleP7XF2nIPrRdifN7WxFUVxkJp5dFxrjVNW3qz1mGqDGtbfpBwSGkRxqKANEqwgSZOQApJSEBAQui0P4+hQ0bWcykTh44UW5fW6ZqIASFHi76FgKVFIAgJWIn7iOWAJOixFm8Q996ZZrpw38SdXghxos3YOcfp06f583/+z/Pn/tyfA3y2Y2Njg5/7uZ87JMk+9NBDPPnkkzz++OMA/Mqv/Ao/8AM/wLVr194WSXYymTAYDPiLf/EvEkWRv1jsu+nE9TszjqdQAay1r5mohTiqQd727naQisVvx1bP4jZELw4/f/F4OyGlPNxG8Zol+euFv6hw7b7Aie1e/Pv45/3neq5PZF3e4tAaUx9ju/7uind6rr0asTgkiL42K2baydT6NmcWnUtH00Vj2jJke51IsXi/v9m7xXjlmPcN7rBdm8Nv9J9v2hlUtKW1N+LJvp3r+o1CaS91f2fdbrdF29HjnDs8HlK9axrXx6p07sSv7pgQjlu0qsKJYS7ac3k0JiyvKZi5Yz/cbc8vDs2xqqDAV56ODxO/3/4aWwAuf2s6uY23h5Lq8L0Oh22d1E+8dvERzo+NRQkG3t65FredX3H0hxO/Hy+3HX71a6eBY/vj///aTz72uceTzI5Df6fXL70e/5qT85CQR+ewLEv+5t/8m4zHY/r9/pt9zJ1nUGazGS++eMTKuHz5Ml/5yldYWVnh/Pnz/Jk/82f463/9r3PvvfcethmfPn36EMQ8+OCD/MAP/AB/8k/+Sf7+3//71HXNT/zET/DJT37yHXXwgD+B6t28oH6XxMkJ7GS8FUBwHNOgeJML5J0c23cEINob41tt93+u5/oEUfQt5i71JuPid1Pc6bm2h5SVN+KuLFZ77f3WnnzVIVRpJxTzmvceW/u6YxODe+NvAw69ht7urrzZdf2aWPBNvsm4/dqzd8D9ejfCi7i1B+h2kHHidfLtV0eOz9y3PXc4+Z7EESeeODrjb/KNtr2XtqNFtGXf133H6zx5R+f6LeL1vvN1b6cngM1bHE1x8t/yDnXPxds/W68bdwxQnnzySX7v7/29h78vuCF/7I/9MX7u536Ov/AX/gLz+Zwf//EfZzQa8bGPfYxPfepTJ1K3v/ALv8BP/MRP8L3f+72HQm0/9VM/9U3tyLfj2/Ht+HZ8O74d345vnfimSjy/XXF7iefVV1/l6aef/u3erN/yuPvuu3nggQcAbyD1hS98geFw+PovToQvzmf4giuAFpAKzxbLv/kyiU7WiVbfy8q997H5nkf8ytM4JjdL8tGU7W/8Gk22D/Pr4BYiW942PO6dRgUJxoFtGqr5yLchuoVWiPe3CcOQj3zkQ/R6PQCCrS2Sxx5DCnHoT3wc0x9H3AGeX57g+2IGvKNWfBo8m2HRjPxm0fbzMG1/lhypryyajI+J559Y5B1/zly9SvXUU/5vzvHkk0++hrv1OzXCKCLt97FOYq2knI2oqwJICcKIzfMrVEXO7vUbJ9LbSik+9KEPHXKt9vf3eeKJJ+6ok+t3Y2xubvL4448fZjC++tWvcu3atd/mrfqtDSEEjz/++GHH52Qy4fOf/zz1nShH/y6MlZUVPvShDx1mBp955hlefvnlE685f/48f/pP/2mS5LU8sizL+cmf/FmuX79FlHZI0oTV1RXSTkq313LFnGM+zxBCsLW1wcb6Ch98/wPvarbmTuOpp57i6lXfCfhbWuL5nRi7u7s8+eSTv92b8VseURSdACjPPPPMG9/IesK3sw2dn+/Bz67LCgoHk28eoAS9u+hefICL59YJtz7o052NY3t3zqS+xTMvf4pqeAB7L+BsBm7GAqT0Nx4iiJdoHDRVyXzvhldrcotp3JvzJUnKo48+cghQ1MoK6Qc+gJLysEF4QdFaECYXk36CPwRL+IbgLQ5J/XcUJV6xZMFdf7OY4cHJTvvT29m1iq7ttjXtUbg9eXxEa4RKqRMA5YUXXuCFF154B1v/nz6STpeVrS2MVTRGMt27TplNgWWitMP94iLz6YiXnv7aifKi1pqHHnroEKBMp1OefPLJb3mAcv/99/PYY48dApTLly/fkc3F78YQQnD33XcfApQ8z/nyl79MURS/zVv2Wxvnzp3jAx/4wCFAuXr16mvmLmst733ve1laWnrN+0ejMa+8counnn6GzmCVpeUlLt0VsLoWEiSL5ZNjmnku1emwz/LaaR5//ANo/dtTGnfOcfPmzUOAcifxLQFQvh2vE0ZCLRGRRQQOW7WAZGRuL66/42jqiulwn9lwznzkdTWEhP6FmM7WKeL1/wP5/i32v/4lZq8+xejZf4e3V5syH11Hyh2cq30N3RiEitC671VLzcIb6SSQkhxlMRZyXYtJ/TjFa6Em0sd39Q14rdnj240A6PH2XKfj9vVdjoTtazxQmbafkbX/PjTu45CDBrw+n+F3SsQ6ZhAtYd0M5zImpaU6cYokSmvSTkJjBHUjmavFkbPURcPLX5thTP67lsj77fh2/LaFEMTdHmHSJZtO6XYS+oM+jzz6MB/92Hew0gvoRMpL1ANpJyVNYpT63clL+zZA+ZYNiXCqBQ0O29gj/7p3JXwbg7MG0ziaejHRCoJEEySaleh+8uUNqrnBViWza8+3SRKDqUuMyzlK74QIQqQKsOaobe326VpwJKd2qPn0Bo9WlZ2I18l8uGMPyxHCuZ1fqXyHyNu9vHX7WPgaxxyJ1ytgoaG6ELXn2Fcv7BBej43/WxFKKdbX11vzNy/sZKzxxLbDji9HVXoTwGw6I1SabpxgbYm1gsK0ia92ww2+I0VphfH2tse/EWsVs/Eip/TteKsQUpEsr3sXaF7TEPOGcYJn6k4+93q48BDcC38iPfFXHPZ4LLjHJ97qbnvz4jXurbGnEBL02289DYXwGitKHZKnF6Jkiy7EuvHqxbUxXmU3DL32y0Ja/1gnSZ4XIARhFFNXFbNZdrgrURShtSKMfCtt0zQ0rfndwk9IK9kq4np/IqF8q2/dNBjjjnU/vrsgXCCIopgojqnLEiUlnU7K+sYad911jo1BRD95J4Xs35nxbYDyLRqhDgiiGBqDMxbTzHB3ohv/JiGQhKSE6Srdixfpriz7y7DthqsLwHmF03S9z5mPfJjBxbvp3vMxRi/9B6bXv0J57T9is1scTce3szFefwJb6LcuyiQJJ3khi+zJAiQs3HReE4ajStIMn2pJ8amOGo+bAuAU3xRaiNrHotTUB/bw1oBTfIZlIaC/ACjwWnH334o4ffo0/+yf/TPWNzepgP3ZlJvDfUItCZQi7oUY2/DVL36Fy19/jn/x//hZOknAma0YYyTGGLoZlBVUM0FlYFgZVLv1s+EeB7d2MY3DQ8Xz7ZHw5btvx1tHd+MMP/jf/DPi1Q2M8q3KtvFaOM4dje3FGALfnWTtUWlxYSFVOf/vum6fs97mwAmIDATOESczEA3zwtG4gIIelYPKtkB04QbSfhac7E4qCqgrLyy4qMwtrskFCneN56qp5NeBt077awHv63dZSxLuOrdJt9tlY3OdTsu7SJIEHWiee+Uq++Mxz16/Ttzt8OD7HqHT6dHvLdHvpHTSmLgTUZmGT//aZxHq/8/enwfbmp1nneBvrfXNezzzufPNeZCUKVmyZCFsA5aNZ2NspjLRbgigg2poAuhoN1NFEBXFEKarcUAEdFUEXVRUiC6Kxl22ELZlS0LG1jykcrx5b97p3DOfPe9vXkP/8e19z81UZipTyjTG6M04ue85+9vf/ub1rPd9nuf1+Y4PfTdf/coz/M//7/8VZQSeFXzwu7+LS/dd4j0f+A68wOfajZvcuH6LT3/yt8nTOUWacv7cBqsrHTY3usStkP7mKrN5xnNXbjIcTjk4GpFlE8oy+4b792ZCSsmZc2cYTVIm4wnnL57j0ccf4cFLZ7i4nuDJ34mpze9c/J4AKFtbW3zwgx/8T70ZQDOuGWupyrpB4b5312fvm43RaMQLL7zw5j5kmz4cGNtkT94gNhFC4vsRSvkEQYhUXuO1sDB7Uqpp2R2INqp7AX/jDHG7y2LS3eQ9FjMoYcCiEGFC0F+lc15SFycNMXa2R+0kthi8YpYNiNfeWMlpqcZymrFYkmW9e5Zp83Jz+6/f2dMV1SmYEnzTNH+8a5B4L3NVLJ/Q9+Q8XkcWfS/sWp7/Fs01cq/JfsWp8b57xfJvJra2txeOoo39eZQkDVdHvvoROHv2LOcvX6S7ssJonjPMC6ZpwVq3TRhEdJEYbfEnGf48J3KOCEeIwQqLUVArGkf/BbryPcBq8jSlLAp0XYFIQCwZPCG4t8lW9fdgCOUTb18g2TiHkQvwsTRBc6fXtl5kN9wCjFjXNN/WrukUbBb884aUvrjF3MKOXS7OjDAkrVsIWSKLkMrGWLOK0wqtFVJzt1GTc02bM2DhCdM4mYhSICqJqkDYhd8I4Lmm/MvCEwZjkeXnXzOR5guJLySBgEDCRhKx2Y45u9Kj2+2wtb5K3m0z6fcpoxBfKZLhCFtX+Dh8Ae04ot/psL6xTq+d0E4ikk5MbTQbKz2kF3Lh7DYHdw7oJi1saaBytJM2/W6fdqsDUmBri6kNWtcoJWklMa0kopVEtFsRSTtmdaWP9DziJMabZS/rQfWWXg9C0Om06fY6lNWpiWWW5RwdDVjpd2gl35wp2u/G+D0BUH7kR36EX/iFX/hPvRlo59i3jllecrB7SL/b5tyZdTq86fYLL4uPfvSj/MzP/Myb+kxdVmitsbVpnk5vKCSel7C5fh+d7hqbWxdp9VZo9VdI2n38MCbprKC8EBW0SW3Evu5iVtYxy87JzWpwBor5YibnwE9abD6SEK/8CP0HfoBdb5P0zrNk138dV42AwT1TrdcOxSnoUJw2YlyhyZYsuSbte5Z5VQihFgsJoITpLkxPYOscJF3gPKe9A5e1IubAFFwMzgfZ5s3cQoqGyxIB68CYU25KTpNVWZZ93uyNKYTgx37yJ3jvd76Pfjeh1W5z36OP044T1pPuq/rLaGcZ6jkv7t3iK1+5wpe+9DU+/uv/gfe961Eeue8CF05mqNGEr37sVxlMhvTqklYNyWyMUWVDcxIgFJjA4RS0fUFRpdy++tLpA9rbArkOrtuMWPXvrVne2xkWSG0DPJTmFDgvkMnCSb5p1mibvpgW0KLpbVNrKNOm9VhVLSzfvYaiVsnmOvOBdhv8SBOtfAapxqjqPtJ6hencUuct8rqNLyWeOAUoC5xBXYNxmtpVSBsglMRrNdtqvMU9u+hNsxSSCMA/prnwXyX6KmLLT1j3DR0fHtteYbXX4dKFs7Q6bVbX1vhov8e/2FhFWkugDX9MClarmsODQ4LZnDP7x0gRsLm53XTTrjVOa4Q1dKMI5Qd0A8F6O+Ly2Q1GJ3Mmowxnoao0V56/ymye8onf+CSHJwfc3LvKuY1NLp47S7vjo3xDbStqo5C+RPoe+IpSF0wmx7wdbDIpJWfObjNLm+7TQgiOjo75Qlly7cYeP/h97+ddj/3ecVX/PQFQPM8jSZI36F761sXyJtXWcrh/xCzN2BlPSfOCwdGQWTuhGE1Y73ZYabXYXO+RRK9t2f9aca+HzBvfNouznOZhv0EoL+Thd3yQdneD1c37CMI2SbKKCkNUEIHno5XHzARgJDrNya1mUlv8qEWwBCfudBZ3mlIBnMBZgR9Jkr6id/FR/CgGPaZOD9Dj58FZTF01cuPXiCX51dGksJdf0ea0Bd+9GZWvwzvLCtLyg17zIeFnSArqUlHkkoAW0sqmvx81yBJnJzg3RCRbiCBsWgO8sjL1OiBruehy1ruEN8uMz4hTbsrXr6LJD0mZkMQ+D1+IcdKjsCFOeiB8VtbWieKIixcu0ev12FhZIwpCWmH8snujmes6JtMpH//3n+B4MGJvf8TtGzsUacHe7j62zDk4OkFMZ9yaj5jVGSMcWW0o5jlhYAh9iVDgew4hHWJZNrAOZx1CKqTnYeMWzmtDKhd5/2px9r75UEpx+cw5WknC+kof3/MIfY/haMpoPOf20T6zPOV3pljWhI/El5KNzQ6ddsKFc+epSsN4nDKfp8zTjOF8Sl6fNiqV38B6zNiak9kOnUTSjbdxtrGRl4tLTy2SeZoFMJFNlsQ4qJ2mcgajXIOnZdA4fHqO2mVoRgRKEilJksxJohnKv44VYwo3o6aF8m6A6FDXfRBrWNoLk0dLVVeNUst2MPWYutzH8/oor4MnuwipqIp9hCfp9LZRnkZ6BWVp0GXdeMC/RiRxyEa3T9dmJEKT+B5x4NFtx8zbCb/Ra/NMO2YWNB2aA21wnkJKQV1pjCwYTyb0+ys456jLikxrrCnQWlPnKc5oyvmUTuTxnnc+xHRSks5K7r98lvX1HkE7JvThvgvb9Doe7cSwsbrKmY11rKsXz6uCIjVMhmPSokI68D2fKEqo6xJjvrXr/JUhhKDdbhMnEePRGK01k/GUqqyYz1OuvrSD53lcOr9JEv/nn0n5PQFQ/lNG6SAzji9+7QX2dva4/uJL5FlBkWYEYUTcaXP5oQc5d+ki3/2+R78pgPJNhXW8cSKiJIza/MBP/J/YuvAI4cYlqhrms4pZljHPMvJsRlkVTKcZVVEyPTmmNpKCiPUo5sz99y1atjdjkFl0FBeiKfU4A7qEIIIwEcgnP0g5ew8kPfKT68yfc5j0CD27zesNXksOiuNUtitoOuV0eZ1yzr2xPCw+d0ki6miE759QZBG1DeibEOkCOKCZetYDbL2P1YeoSyuIFZ+7zTbg1OjkDdTzlsDJX2xzTEOHGdNkVCa8WtbHAyI8/wybq23+2PdvY7wWx3oVo1pY1WJrewulFI88+CirK6d9m141e4LlaDjgH/13/5jBcEJ/bauxZq8t165e5+oLJeXhDrZI8RaHbApQ1TCsORNLNmJFtw+R75jnGgxo7e5yD5Qf4Ictqt4KJliBrAKzbLz4rZV5Qj/gQ0++j4tnz/Kd734n3SRmrZ3wla9d4+nnrvP/+8ynmOW3aODe74xaKMaj7QW8/9GL3Hf5HD/xwz/CaJjx3DM73Li5w83bd/jKrWvkkwagNPhYol4HoGhTcOvoy/T9nPvOb2K0oizBV6AEhEFTOqmXkyXV3H+1hsJWVK5ABgYZCgLRRwgFwlCZIbp6iiT06UYB/d4N2vExlfgipZkw0RZjoakgrFCW6xjvSaS8iMFgrUHnQ5xLcOoB6uxFqtFnCHv3I1rnCOTDSBEwnHwCmYRsPPo9eGGBjI4YDTImoxyhXrsJZb/b5tKFM6jZMV6V0Qp92lHAWr/FzX6X/35rlTwIqAIflKS2DhH4eEpSlhpTGw4ODhuAYhx5kZHXFRNbUlcl2WhIEEXMjw5YawX8+A9+N3UtqGuBFwZIpRCBR1XVxOoJ0vmMyfASSRzSaoccHBwwmU44GZxQzC3aOmorUEAUxHR7a8ymQ/J8/lZeYggpWFnt02632d3ZJWklrK6tNoRdIQj8gN2jET/1w9/9bYDyX3IMRzOODseMx1Pms5TxrUP0aEZUWGTlEIVB6hJXO0Y372DmGU8HgqPtdR558CJR9M2KXt9YiEhAKHCFPWWUvk44axmNT7BezPTOAVmaMxoMqcqaqtJUZY6ua3JdNzf44R3w28i1B+iVF5FykUCQ4BYKYd8Dp5pZ3stosFYgfVCxIuidR+clxgZYuyQz3CupeXncC1AszSDv83LDtm+YR7t3YyoHGUTtEHV/GyFqhFcjlYOqBH0A0od2n2w0Z57OWJlIIix0XPOl89P1NMzchQfNa5ziV4geCBfbvr1YVc3LeyefLumaRmt4eL0zdFZWWeufJ145Q9Lf4myvRTeOOKlrppMJq90ugZREi2NlnOP6zRscHB3yzNPPsnP7DnlaEvoRqys9jHVUWjObQ55baiHuXjoqjNnauozyfVTg0zFzApNSuwl1VeBs03ejNCC9kPVel6KsKIoU27WNBv0uKzmkGU47NNmUNw9W6rrmqRee4Xh4TKeTcHZjleTSWS5cWGd1tcv6pR77wwFf/OpTHA+HvHTnNuZt7uFUoMEKjg7HRCrm1q1DBidzrr60w+7+AQdHQ4riNHvSTCEs5nUAlKOklF8hZc5JvYKrQGcGJQxKWOJ2Cl7BML9D7aCihxk7qv2aeryPnh0jegkiCgjWNkApal1g9ICqfInwbI+400Oxj9VjJtVtZkXKzf0CXTuoIS8OyPM2SoyQrGPSAqcbIozyu4T9E7zgEC8eEiXgt05I06vo0qKHz1Nrj5E+QKo5othnXAmmtaBy52ju5q+PIEro9NdxTiNLn7i7StXt8JF2hxudNkWvjZayYegKAcYiFgRRbcEulD5BENLqtBnuz5icHDM63CNP5wwGI4Iw5GockiQJnXYX3w/x/BDhIlTgEYYJWST41OU1VtOIDyaOMs/I5jP0fEo1nZAOhhRVzWAwRwYRYXedQChaQUT+GtyvbyWWJZ6T4QQlSurSMhoMiVsJrVaLvd195vM57VBx7uwmH/rgu4mj8BsZ9v+ujW8DlDcZS5nZZJzy0vUDBju7TE+G1HmOqSriyqFqh6sspqqwec1EG2ajMVESMZ7nXL545g0BlGU79G/GqEqEEtGWWByucg1IeY3nYFOasUymAworuH0wZToecbR/G4wAI9B1hTWmmaHVJeX+dbzOJknQR1cpUp4S4pqNXxAmAaNOpYduQfCTHqhQ4be38JIp1no4pwAPIZoijXNfn0mR1hIa0ygUpETx9QDl9cO9fMEamDnCdkC43gI7av4oHdgK9B74qxBvk4/bjIqEZAoBGqFds9wcRA6MHbQEru1O60yCV+9HIU5fwsU+bCz+PeC1HGsd1lisU8jOBp2tbbYeeJCN8w+yce4BVhH41vKlvT3qsiLodEjgLkCpgeu7Ozz7/HP88v/2S+zu7FNkJa12h363i8FRak1tasq6wkhFvWj4lYQJG+cfJohjwlaMmO4j5kcU4wKTV4tyItQG4jBgtbfCYDRgPp802TwhOfXWDRZb1Frs1zcBUIzm+ZeuMhiNuHjuPFIYLp1b4czZdVZ7K7zjyQeZpBmu1Fy5cYObe7tvO0CpsFhbMzieEcmYOzvHHJ9MuXF7j+OTISeDMYV5+UzBLMptrxWOklI8iyRnVJ2HwuGyGkmNFDV1eAJM2Cu+SGmg5ALmxFBdLTC7L2KPbsH5Nei1ic02zpMURQb1FMoDtntbhP4WggHWpMzSCcO0ZPdoRl245pQJBdJDukOEbWFO5lA7/KiFSvqEqsAFGX48IUxS/FgyGU4opgVMB2ghGOurSDkGc4dxlTCvW9T2+3ktgOKHMUl3FV3lCCmJ2j3STpdfThIGSULZXrD6Fs0bkfZuo0NtAbUAKKFPnMRUVcXwZMiNa9eZjUbgHEEYoDB0ux02Njbodtp0Om2cSnAiwHeCKgj53Fqfx7KQPyE1R3sV6WCOns+oZlPy8YR5XjIpB0TtHmdbq/hCEXvBa5LTv5WQQrC5tcnWyaA5/1XFeDxBSEmr1eLo6IijwyPKsuL8+W2efPJRfN+/q+75naZBfKvxbYDyJuPkaMQXfvtp8klKOpyRCEm/1aF2EiMD0sRQeSEz5VELKIQjl4JaSS48dB8XH7xM+AbLPDs7O/zNv/k3efHFF990Az4nDfgWf02BhWqsTy1RX7kslroueP6LnyBIehjVYj45YbrzPLgQXIiz8q4vgnMa7BEqXKW99QDR6jp+G+SilOPihovgqcUs0TXpaCUasp5eVJ9sVnJ85T+SHzyLm32eJG6zdu6dnL+4xdbZNT73qf+d8cney7b1S5/9LP/qIx/hx//4H+eP/uk/fddK/k2pXmzdAC+tGlVCRzQbnQXgLw7S5DNQVI3+UmXAiE5/HT98lBdu3WZ64ybvGvbpdFskFy5BqKAn7pJuj1+YkBYFZy6uErWChr1raBixEV/3XBY0w/XSmt8Hrr1siWUNacasCPjN50Y8Jtc49+QKeILKTNgtLGVW8Vuf/I8IBPf/9E/gJY0DzJJQfHb7DIXWhEELU8F8NiaKPTbPNWnjXqdNVdfUdc3k6N2k0xkvPHOVtTNb/NRf/K9QQYgVCjMfoucjvvKpX2X/5nV2X7pBZSo2E6jI2D3YpVralg+fh9kdaD0EcRfG+4uBJebUB+fNR41DY7HW4Hse/V6fXrdLr9ehLSRxkpEVNdNZ/k031OsHPRIvZlTMqWyNYWkg+PXhoYhkwObmBaTy+aWPfZppnrE/HVNWFZWpqF4FdL9emKpiduUF0t0dJvYFVByiOhGqpVCRIGmnQM6o2qEuLPbkOm7osIXBtVI4W0B3AkFOeWe60BvneIEk6XisewFn4oC5NKQm5+qdlNGsQhtH3JJsnvMpjSLXHq5wuLrG6B7KBWzfv0XUTuhueZSlJEstmXdEIebYagZxDaFAK8fJzhDKGsYa19YErRppX/uc1NaS6RqlFH4QIpQPQqE9H60WDxYpT5m3ymGcwVhNpBxxO+adjz7I9lqPfDokn4zIJ2PSyZhsNqHTahFKaAceARabT5EJeFLwr85v8UK8hvcv18mPAvYjQXpfxt/6gYr3FinfNY65nabMD05QZU1koNACkVZN9jkrqacZ9m1wxZVKcvnCOtlsE6UC5vOMg/1DQNBut0haCUEQcHR4xHAw4B/+/P/A2bPb/L4PfYAzmytcPrf+nxVI+TZAeZORZwW3X9qDokTmNZ1uh1YcoaWHkQ6pfCpfILAUC6Ox2hlqAd1+j9WNtTfcoXU6nfIrv/IrDAavXat9zZCAdMhINMS4pXHnqwAUAGs1o+M7hPGUePUcuphQzY/BRTQDycJUXkjAIjyBF0VE/U2CdhsVAPVC+usvsiRiQYWxzcekbF6FdGDB1jX5yU2KwXWoDvDbF+j0N9g69wCXH7jI01/41NcBlMO9PT7+0Y/y7iefvOvu+uqk0tcKB0YvAMri4RYKqPxG3qB8HAI724OqQooeyApUhgr6eLQ5TgsOjkfc70miAtxFh/AW4KQCKkc+rJhOCtb7lkCCaDcq5bv+Kq8IwWm5KqEpfrzsfakQ0sPZkqrOuX0wobc1Zzqv8aIUFSrmc818VrB3+zaeUFRFjvFVc0IAnCOMQjrtNr4XIBHoukCbEqkcceyxttJGqcb8at7tks5SpsOcjfPbvPPdj4LySEtDPV+hTqdcfforeIcn1M5Du5p2AKY2pNk9F1oxgnIO64+AFzVKDidwhDjnfdMUEUcj6S/LAq1rpFCIhXFXEPjEJsT3fDzl4UnVmGe5Nwf0fekReRFKlIhvQLgVNMZhfhBhjOXajR1SUzL7Vvg2xlINRzAfUeS7eGsJgd/DjwI84YHLcbai0ENMYRoCU0Fz87VogHBYgtDYaQraIkyJL2MSf4XEFyQ+zJym0BXjWcV4ppERBCF0ehKlFbpUWOlwpUG1QzyZ0N3sELV9WqsaWVboqCLTc2o9wsXzhZ44wWpLPp7e7QHhn7WEsUW8zok3zlJbjZIC5XtIqRBSYYVskqDa4AtLJAVWSjxjsXVFXZUoHKGSdFsRCst8NCCbjinSGVWRo6sSkUQo4fClwBcgrKbGkCrLszLms7YLL6zATR88Q14Ljr8v4ayMaMcBUht0lqMsBEgC13i76DTD5iXkGcLo1yhUf/MhhKDXiel1EpTyMdaRpXOKPKOqKpJWC+UpJpMpdVUzGk44d2HI9vmL4Czr/Rae5+F5CiUl8ne5b8q3AcqbDF8oVlRCbQW6dKTDnFwVqLpAGI0qa3xraFlwWpNVGVI4lCdoedCLPH4nejYJmnQgdlHhXjIz71WvLL3iOdXXt1e2WH/kezjeP2b/qNPMeuoaCED4ECfIpE1y32OsXn6Q+37/99DbjgiDxszJ2GZR5xbiHQMma7LEboEHPA/mZUExneBufxEGV8AZnFAYEXMyrDFiRJq+9uza5zTTsPRDeUNhLUyHC+lPu3GT8+ImvWCBNMSkEXtXKqhyNvrgra/hbd3H9WfGXH3+t9g52qAotpl5q0RhQMfzmqxISOPCNoZQrpLEfebao86hN2m+inXeIJP33hC01h+lm64wO3iGfHbE87/9cW58+Qv8h3/7SR57x3089o5LzOZz6rqk5ZeEnRaf/+xvcOHcRb7zXd/JzJQMq5wbt2+we/0m/STg3NYKe7s1J4c7fPRf/2+sb/Q5f3GLi1vrbK70SNo9eu2YP/Iz3097dQ3PVxwcDnnmuRvYtMBkBdduTNk7NkxNGycCPOmo5StZNGEDdEcZnhKsdTsgHbUnKNKS7FvgEU5mM37j07/F4GTASqvDWrfLarvD2bObxEnEn/2pP8xLt97J3/8nMw7HJxzM31zDxWE5ZlJN0dZiX8XZ+N7QaDLteOHmdZxzzGxK/VaoiCqae9c6or5k5bGA1XMRrTWP/ZMJ6SyDA9tMPlIQbR91X4TsSURLUF/NsOMKYoHyJd31Fv1uxPmtgPbGhFk8Z+/kkKNpSllrPA82zoHvW3JbkBqPufEg9JBRwJkHApJIEUT7VLbgZHhCKjQTWVMNMvSwxLYsdEXDx5oI+BrNJZGC2HSIxCLGr7fTBTAmiSxdqdhaiUk6EUFdEk80nfmM76lKfqIomKQpaZZx43Of45n9Y6q8YmpGfP7Xfq0ZhIEqy6iLEqMrJA50iDA+YSBotwJWV3t86swav7W5ykv/4iI8cw52N6H0QGjcFzPMfxfRfrfgwnsrVjpd2n6E50VYJ4mUaTh4niBTBl8WGKtRriGXv5UtED0gkIqks0aUVhTZkHQWcbDfAONOt00cRcRxRFGUHB0c8b/8y3/F5sYaFy+d411PvpP7H7jMwxc36bV/dxNpvw1Q3mRIqQjjCAqDcRV1VeGsxrMl0hq8osI5i3Eaa2qs1gu3RoUvwJevykh4y6OpxwqcbRyclv4kIgShBCKQTV8+07zvKUXUCkk6HXqbFyhsl9Z2jS1ybJEvPugjO21Uq0Pn4jtonz1PstLFjxqG7BL7yAXnxLrGrOl0m2gyJxrqsqYuClw5hnq2/CRIRV5UMJxS16+dDl+qeT1OvWhfNxaacFcbqvkIpMKP2w2xTiy2TQK1xOaKwSgGDa0kJHIxXtil0DnjWYkxEUr1EFELF3qUgLQg6sarQmnRyF4jcEGTmCltQ1cR/ql1/r39gxa+WXf37ZXn8vJ9l2n1Nxmsa9LZmN2dI6p8Tjre59xqm3qzx2x4Ql7kxNshRjl2d+5gSksvXGVS5wzKOddfuMLhzdtMp2PKqsA5g64rxoMB2AqlDJ4u0dmctdWCdrvD+oULeJ5gNp0xHIw52DvGphU6qxhPatJcgN8BWVHZFP110soARLTQwmqEu7eD0rcW2hiGsynHwxH7Ryc47ZBWstIrCDyPMxtrWGN54NIFvEAyKabUtkbbN8brMs5gXmYkuNzme8/Y8i8C6xxp3qQra2feWkN/BXgOFxhUXBMkzUVntW76cKY0YGaJ2CO3yKBY8CwYgVSCsCeJepCsGCqv4igzDOclk7nGLHxWnG4EV2buKJVB+yD8GucpXFxjI0FlM2qTMS9HZNKSS4vJatzUNN3UA9HUfUXTZkMoUB2BCB1WGtzrgL2iFTHaWmEtL0iMJvAlobCcmU1JjMHkOd2yJMkKqvkcneVkR0Om0znSOdA108EQnMMas7Dgtfjewi6/OVvNVSgFvu8Rej6RF6COIrgRgQ4XB1LBzMDthPHDCdc7LcooIvR9wiDEodDWYJzDYNFS4OGWn3xLn/d3rQqUpN3tMJ2OKNKauipI5ylJkqCURHUUylNIKdFaMx+OsdZhEbS6fZxQhGhWei3a7Ra+79GKw9915Z9vA5Q3GV4c0Lu0xVSOKEaaYpZSplN8VyCtxsznOGuplaUUjlxC6XvUQuELQfI75PAtlv4KZePcpByN1LCnUIGPl4QLIy0LtcATAWsXN1nZusj97/599LIEfZ8gz+fkWYoQIUL6JP0+fuzTPaMIYknYFUgFVcZdu3vlNdkSqxfN8PyGMBuGMJnCfAizkynpcIA1A5o5RlPCUJ7HcHBMkabM57NvOIS9qcM5d+h5yZ1rX0EFHbbUQ3gtD29ZngEYKurDiC/efAyLxvZh3axw0T+Htooy8+hG64Rhj+5Zgd+HOxUwB38K/bL5aXcgiiC/CHUAdybN6peZnzan5Fhojt2yYr3MCi1DKcnP/fX/A2cvXeL20QHPPvcS/7e//v+EPGdNOZ7cXOP7Ntf4rYND7gymOOcxPZnx0s6corT8j+N/RV6nZNWM4/07TCcjjBZY69D6dG43Gc+ZTVNuvHgHJQX39xNWu21Gk5JkbYPw9gn7e2Oeeeo2eeooU8vBXkGRB2yffRRncg5e+krjXHzXhteBWgG5AtrHWM1kcogVgkrGOPsaTl1vMCyOnJqDyYivPneFxx96mKTdoygs7cCx1m2RXAj5P//5P8aXnnqBf/mRX+JoPuA4/SbKpgjEgtgrqRb6m3vBmI9Doqsah3vrBM5LTXoAhcgZppogAzJHNavRU9vI4TNAgDN1AxIrFipr13z+0CFjSzextDsVXt9w9bDg+kGBnjhsBbYHWDi8AuIA+Aq4hy3uSQsrE1BT9jODV3m0sinGauamQluH1sA+TSvvtaBJl2bzhnS2AUFX0TnnkzlNbuaY1+Hj3HjnYxz+Vz/Npa8+xfndPaQ1tOZTfvbacxwPBjx/5RqzwvI/51AaR20chTFYZ2kHTRk5m+Z3Z01iMUkLfImnJEo1vXmM1ThrEUh+VMMfyy0/5wSfVLJxs3OLqYTxII35aNDjN85u8gc3V3h4rUccRAgUSVtQ1pppllNXBVJKEOJVYOxbE2EY8sijD6OUZnxyhSwdk2cOXddMpx02NteJ45hOt00Q+ERRCA6Oj0741G/8Bz71G4KzZ7dYWenzwd//XZw7s877n7gf7w3SD36n4tsA5Q2GdZbSVqRVynh8Ql1keMqSeBD6Emmawb5UAqMk1vPAObR1VFZRGMmshGkJ7aAhjL6t21s7RAlKCKRw+JFCKomf+Cjfx48CnDM4a3ECPOkRJD5JO2RzI0HkLbqlh5gH2DBBCh8hFX6rhRcqnFzw7aqmamJsA0ykagAJ4nSQXap56hLKvCDPSop0TJWNcbagqTOFIBoXSmvNQrrqeD0I8spD+MoshFgoS2jK1mSzKflkykEeoUyCygWtQNATi8862Jt5DMYBh2mE9Cy5F5HrNtlAMh8XzOZDNtbO0Yokod+cxyqFMoPsBIQH/aB5rlkJRdaolasZ+CHE/QaYKJqxo+S04rPMKbyaJDBJIvq9DhZLOi149J2PYKdTelXG5fPbXDi3yYNHh8RoJtaQ146q0sxmc3bv7FLpgsoUTOdzitqAUwgnCEUL5wwV5UI1ZjHGIgFdO0zlmA6mZJVA55KytGz0Yu5MjhmfDKmyIaYuyecWbIm1Fe5lnWFo0KqT4BwOg3YpzkmcW5CV3oJIi4xbh/usra2xtbHJrNsh9CTxTOIUrHXbXDq7yXe88xFeuHmD9EZGaSveTI5DIEj8CCUkngzRpqKqc+rGGYSz6+skYQzZjKIumc3r180SvOG4xznWFg59pMlaIKUjLy21AbeUsS3xnnINmcmnucgM4AtE6KGSGO1ZxnnJfGwoDx2yXpjULi68egTuGNgDNheflw48R11V2NogyxorDTp2mJzTizkC1AKc5q6R4Hcltg1VYDFzi8vc63r1XXDwmHXkrRZPr/Z5YjAgrCtsOoFshlflVAt3XCcaK4NgcR8rXzXPH+vwAp8gCrGmedYp5RZZAtFcj7ZpMOisRVYaP6+QmMabv15Y+C67JBpBKSWVrxBxQNIKCYTCOUFgZdO9u66pak1lLNq5t80m0PM8ts9sMRoeNH9wBucqijwFHHHclHuCwEd5XsMrkwIlZdOGREBelIjJlBdffInB8RHVfEy/32Nza5NuO6L9u8Ay/9sA5Q2GcZZRPeFgss+1F79G10Rs+G3iRBB4ATrL0BqmwqcWkiKIKStHmWvm1jEvJXdmkvYUHlpdOEC+jWFzh7WOsCPwQ0nci5C+QsVNfx3PD3F1jas1RjiU8oh7Ef2NmEfub9HNYnYBNfKxo85d3oxa8GTzEird+HYpv+FhtjqNcZQfL7xPyoaPKmjstmcTmAzHTAYD5sNblONdnJ3RPKn6CNlG+B4Wg66L5tkg3lySdFk8UMtfKhpOjLQc7+8wPJnw3OwsMuoynwi2gyYbbV0jT/z0YcRLt32ujUO6bcU8PktQSk6uwOGtI/YOn+Pc5iXWepskflPaqQZwNIbnb4M4C5cuNgKh0sJwH0oDag5hHzbPcLd9zwkNbzCgGUfWeDlYuTccTannfL+Pfx/8kZ/+AaqTAXJvlw+88zLveccl+qLi8E6HX3nuhHxe4qqcdDzlxq1nTm3nWx1od6F2SCPpVR2MrRi4o8UB03e/L1Axnog53h1SMmE3u87lyxf44PvfzXjnJU5ufYWlh+ngdvmyz7/8YnQLR+PmhNQMmz12CW+V0+tgOmEwnRDHMb12h14o0TqnLMdEUcDaxhpPPnSZ9W6Hf/drv8XJ7pijekhq3ngzNykla0mHyA9phT55ljKZDJm6jJyK73zsMc5vbLFz60WOxyMOshn2dZQqbygEpxeIBTu2VGPLsIbpHEqx4H21aA79EQ1IyZvlWeJ/B3R86EXItTUyl7J/MmZ+2+KugN8DP1l0CjdN6wd3C7hO0/bhbtkIdFagNZSmhpZreFUni++OaABNtFRw0Vzwlz1qz1LLCqYg9sXregP8oSzn/3I84u91u3w0ifkroyHbRc7J5IRpNsMuekB5HsQx+AGUGqwTGBVgnaDSjna3y+rmBmWRU5UlrswWg3lTjjNaY3WN1TX5PMdoRe0qCDUUy6fJwhvBghMC5yta3ZjVtQ42qzDaYpygrAzzNGOe58zqioJmEvJ2gJQoCnn8nY+RZ2OEkDhngZJsNiKfz3AO4lYLpSRhFNJqtQjDkKQVE4UhfuBTFCXzWconf/1TWGNRnuKxxx/lwz/4h3j8gbM8ePHbAOU/mxBZgfz0l/Cu3SH6zAsErR5qZYvS5OS2pJwPMKZacD8kMg2QhUXNagLlEXseu197FlHMWfvex+h2Ylq8feY5QSTx24IwEXiBxI8ChKeQsmHEKwTS8xBKYYxDSZ8gVMSh5GwXRCg4O4OycBwPG7KrQNztt7NsNuYWr1Is+u7oRkrsZDN4uwVI0JklGzt07hA1VOMjiuEOzuQgLEIlCBU23JW6xpQZztanM7E3FA6JadQypYJc4FKHEZra1ty8fczByYiDQYyMfIyAcQ5T0QAsIWFcN5Lwztk+633BuUuSaip4/gYcTmp0XRD5lm4M/sJcxK9AVo66hFzD3ApkG6IWqEFThlcsmhCysKBzzRgycmBmzbGqu00GqqTxQrk3LI35VA3UxlLP5mTTGeVsygs3XoJsn3z3kGyUMq4dOoh57OGLtPYjXtp9gaKuKasFEcBYqEucgdqKRard8MpHqVEC60s6vYi2ChBdRxI4Dvd3SYsMAg+lfKRwuKJqrgMnsK8ofJx2p14a+S97PLd4NUu6byWyomA4mTAtM1ombCzQtaFrSkJfsL3R574LW7zj4YtUt0vS8at/f6Pe8Sl0Rb3kqziHrkucUrRaHaSw6Dqm5SeIQPKB9zzB5fNn+WR2TKmLt6aev1TeLQ/hQglmQnDZoiSzTLstrYnhni6Ci1cpiLdC2qshvZ6k1hJjJLLn8NcdtWgcaPVk0YxwhbspyfAxSNbB9MAmkBUaK8VpI6xl9++C0+Y+S5JVZ7ETzsB8wRg9ogEuKzTreJXYu7PH5z/zec5vrvD9SUDfGoSSmIWCsLsSU+Y1vqfxVPP8MaLph1ZVNU4oAj8kabdZ2dgkn6cUeU420JiqRAm5ULHVWKubzK8SeFIighrCAoJpU+bxSriYwx8Y8sTlXd57Y4fL4xHUFZubawgUt/ZGSNl4Bi0p4stWHMvD8VYSZcMo5B3vfITByQHNfbRMF5vm2ZJnGOsYRSFxFIEDawxSNkozISVRFBJFIZ7vYYxBa01RFDzz1LNMjo+4eWOVRx59kNW1FeLFMf6djm8DlNeLe70T5hny41/Av7JD9FsvEJzZQj7gmHsluSjJ5kc4U9ELQ4STyFKiMo03LomiGBHG7H71aWajEx55/33IdkTC22ecE0aSuKPwQoH0JV4UImWTjZBC4iHwPB9PiQagKB8/kMSR4GwPVO04l8PxELR1SCtOnVrVPdwJt1QM3QNQSnBq4VNmHK6COnVkI4POGjJpNTqgHNyGBUCRfgvuBShFhjM1qDeTgncoFhLiVDUPwzHoWlNUBddvHXH75ISjkzVEFDPFcZA69iwkbYgiwUSD9hW9s302NuDCZbh13fHsLgzHmrrOiX1DL3b4tnmYNwAF6tKR14KZhX4HolXwJovMOPcQ5haXVeZgbGAyaUiJrg3IJqty/Ip9c4B1rvFd1ZpqPCGdjBlNx9h0l/2bKX3t4WnJuG5Bq83j73qMsOvzmadWIS0os7KZCRoLdYGzhgqzUKd8feZjCVC6/RgvjGhLj7Iy7O/ukOYpBD5eFKAkOD1FaPBcA6L0y0DlcmRdZllCGiZOi4WB/lsWaZFzMhkzLVM6OsLXNWiDMRVhGNLt9rj/0hbvevQyNyZ77I5feaSbCJVHN2hhnbsLUJqeLiXW90laIUpYTJXQabfotlt88L1P8uCDF3nhmS8ymo3fmtmHpQEoSwyZA/NFO4kxcI7TTqQBDUBZjlWCu+0XhBK0zkV01iL6PUFVCepa4vcs0SYMJ5CVUE8Wl+cajXfPOYguwuomVD2oI6gmhsrQpB490ZRwCpqfLs2pXYKmxfYIa2C2yMpMaE57i9cEKDu37/Db1vDkux7iA9vrKGsolEQ70wCU1ZgyFQRKN1w3DbVclJtrjVACvxXSandY29hkHszI5ynVeIKxdSNbFgKta4w1DYFXCXwlkUENYX7qJxil8OgM/twB77l5m7/w4k2uD08Y1SXbWxsoL2T/eI5amBrWzn0dQFF8q92nXh5RFPHOJx5lZ2cHIdtglzU2AEeRZlSlRkpJkcQor5HZy0Wnc6kkrXaLMAjo9XsYbUjTjLKs+NpTz3DrZo9ev0u8skbQ7TdWCYu1/04Sab8NUF4rnANXQJnDv/sE8voO3WeuMD8YIoohJwPDbaEpWoI6hCA9ITQFZ6hpO8uqNtjKYArNvIrJg4jZsYCoIBgXiMRC6+2r83i+IowDhDAICzrLYdG8TQoFElTkIwPVpAeFo6oysnzG8WSGiQQPno3YPYDAF9j6lC4gRGPCJhab7ywsuZbOwCynmTSVYEpNOkxJJzPmxyN6nQ6tjRXcWptZGXN8GGJdjfAsCIOxhrouKIsUa9/sLb14HDR+Znfv1zINmE0sN750lRduPc9zxyOs16az8Wm2HniSB973Yc6cD1jfDHjvYxB5MBg2bd53duDmjRm3b+5zcnCV8fFLDLOUWWWY7t1Am4px0WI08yizkNokGL/F4RGYAUxHjRpClotZbwoiAAJIjqA3gvGsmXFdS0DEILuN5f0yHHA0nlLf2uUzv/4JDnb2+OpnnyZsh2xcWmc2rxmnE+zhFFHChfe+E+tF/OK/+zQHh3sMDgtqaxuiX9R8N2UG1lJSvSpPwgEHw5S0gvMPQ2gMeTZmNK3ZO6yYZZIw2cJkE3SdN8jUGmpere6+HK0Kmid+l9MNeWtJefvHJ+R5xbkzG4RhgtIxuoDQHBCHEZ12h8TzeOj+S5x57iq7YsDMpZjFVrfCmItrZwgXzen8Yw9vMqNy+h7flZLh8RAhIAgCer0u62urzLOM/YNDRsMh6XSG59zdRpAl34Il3T2ZE+Y06TW5+HtEc1gXvC+6nPZKyLhbQ5SJoxdkJFHB2DQKubKqmeaO2RwKCTppVGd3wwd6UHZhJKHaA12APlnukGu+a0oDNJLFa7TYRne68+4mDZH3RRZqJF63VdhwPOVKXRFGktlswvnVLqauGE5SpHSst/tIq1BGUhc1GksQRQgVcDZZwQtj4v4aQauD8iOCyOKMxA9jdFWS5SXGabo6xNiF5Z/QWFXj/vAJfL+B0iCqinB8wCPJhJ/8zR1aL93hy1duU1YSJ7zGJlsqRicjDk9G3JyMGGnNhFNO3Ku7Qn9rIQV0PNjotXjg4YcZHO8wOL61OOASXIHVNenUUpfNA7nVaqO1xmhNXdcIIQiDgDAKkUrR7rQXGfKGQOys4/Of/TJXnr/Gow9dZqXf4aFLW3hvN4Hynvg2QKGZGS1rxRIa1jdAmePmI/jKlxEv3MDbP0CM51R6zjhzHAwcdR1gYsVKPqWjCwKT0XaaM7bCN5aw1sxNTKYj9tINqrSNX2pk7d6gPvabC6kknqcWTmkOXeuFFrYxsrJL+fE9jExjKqqqYDrPCPyQ9V5EJxb4nqPSDQ/H0TDRGmyyYKkvMglWAI3CD6cbUK8LSz4uqNMUyiHt9RbrKzHVSosw6zAN29SiWFBNHMYajKkxejmYvYF42fi6YO+WpsmkCIWpFXXuMT4Yc3R7j+v7L6CFR/twj8JY2lvfSTvp0esGnL8f1rtwx2/KW4OB4fhkxmC4w2C0x2hyyDibMskz0vkB2pRU9JgXAWURUdSCwibMJk1NXFeAEfi6OS6mXBwnf8FLGTQZJS1hUjTZqdidKnqa/XMMxzNSI/ncZ7/A0c4eRzcPWTu/wfZjZ8lKxdzCdJ5Dbnlyex0rA1742KcYDk4ocndXYdVMFQVigS71YpSQQt1zKJv/p4XGSY12Cg9BXeVkacnJoKASCcpL0HqCKZeVdvcaY87yUb10YV3WBuQ9P29NpX6azsmygsF4xsasoOsFSAMzN0eHFcI4pIOVXo92kBCJkNTldwFK5IecXd1EKVCeZT4tqDyNMOVdN1qtDfN5Shj4JHFEGIUkSUyapgyGjtlsTpHlqEXmLF7s3b0ARQq5IHJ+g/1297waTpnV+eIQLpQ7tGlGwmjx+3KZDEhA+o7Yqwg9yG1NbRqCaVFCmoONmqzn6TSZ5jStNTL5zDTZFTOmAT0FTZlmDuzQ8E7uo8m6QJP1MSA2Fps/ogEtR4tt7cCr4OK7kRUFJ1XB4fEAJWElCsBWZHmFHyiU8nEeON/iakBpvCDEC2K6G+v4cULc38AqH01T2lbKx/Ma0mhZFQhhGw6K1YvZV6PKCh+a0eo5nE2RZU6yc5tL4zEfvr7DzRv7XL21S9heI2r1FqUTyOYZs3nKuMib1lz37N7yCn8rQ4rGvLqdRGyfP0dVjRkc30tOb2y963JR2vF8cOD5jUkbQuD7ftNGRQiCMKDVSvA8he/71LVG1zV3dvY42D8iimOKSnPxzCr43l0zx7c7vg1QgKqsuX3jmABYCz2CAILAwad+DZ57murXPkZxeMRLec3zleGXqDgsPfZ0gDdX+FLwDptzzhlazrAqYENZpAWpHYlXYn3Fdt/hzoZEqx6qo3g7z6/TDlc3bG6lJKU1IBUijhBCIZ3CeZLKgfB9hGrIqWk64/mvfpHN85e5/O73sRrA+VW4uZuSpTWBl6CUwjmF9MFLGjxgbIN/PAmJaMi0QdJkaaL2Kp24x2rnLBtrAd2uR/nEjzIf/n5+41fPcbC3ywvPfA3pBZTZFF0vc8A1b/gSrVj0mc8hm4G+Df4WtC/RVRB0FBe/8/sZ9i/x5V/9FxT5CbPp01x7umbvdor+sR+nG38PogtxD87XMEhTPv3CC9y48RR3Br/I7s4tDm7f4d/++3/OF772AOvn+0StgPZKzGAw57lru8zLD7M//mGSPoSJoxMJPNk8oOIc0kOwMdgWiMZok3a/sQmZtKH2oRAvr1db6/il/8+/ZTDOGB7ugjWsnl+HQHDl2RdYTxTbSRetTtCy5h2PP0DSXefqrTF7u4e8eOVFRoPrnBxfgbINNsDZU85JFLTZXH0ApMTJxl3WmJo4aJEkLdq9+/E9qCswZshoMMZR4ZBYfcxpDeK14hgY0QzV0IxSCaeU5vM0o9ebd1wVCDx8bEOtxmKonePZ515ifDSn/4EnifptjO8xzjJu3xoxnOWcTDLGkzlKNWom4QQRARudFb7jiUeZzWYcnxxzdnuL1ZU1ZlnRZB3KmlpXDOYj2klCEAfM0hlCGH7947+OcJrnn7nCbD6nay0JTY+lXU4LXFJKHj13PwJ4YffGN9rBBogspV9d4H6aC2RptFjRDPiK05FxSUAVEF+AcAOiWOOJpqn0fAonu1DvgLkF9BffccwpkuoAeUPDsALcAgB5ZwAL+nkagPK1xWe/BvwocGaxDfVCCbQ8rSGwSnMZRLxu8kx5HqEfMJnkuOoYM8+RwpBpR+wrKuehtaEswRkf4RTZ3CI9TW/LB6co05yinjPPK8pF01PpR8SdVSZ3RtSlIR179FoJUhtkXeGpnL+0t8P/8UgwH+5jihQzPqFV18yrgrWzfVbObtDqbROEXebpnPHkkNn0AJNn9Dgt5WacKr3h7ZEbnzmzzU/+1I/xG7/quHntK/d8yxL4lhhjSKeOqshJ04ws7dPutKiriiiO0T1NEAYYYwiDgDiJabUSev3ugmPouPriS+zc2mE8HnPh7Abve9eDb8PefH38Fw1QnHOUtSFNS/Z3jwhxEPt0Q4sXOcTtG3DjGoyPsOmQykJuYIhj4BzH2hFqSYigoEBjmuylgMA1AzYGvAVbNFZl0+vFswvy59tX4mls2kAphecpjJW4hY1r80BuOA3CCIRoPFOMtVRVyej4iKjVxWQFgfDptxSSxgxIWIVVHl4Q4EuBJySeEviykU9HHkT+6THwnCS2Ab0WbPZjuh1HEjv02iqxH7GyeZGssHjeC4DA1jXOVpw6Tr3e+Wtqzs6CKEBo13w+zzDFEUrEeJFBeZIgEKxsnmMjtaysPYictKmrPXShGaRXmBztMz+ZYDYThPQQpsbOc2bjIVk6wNghVT0nLyvuHB5SWZ868WlpS6ZyBpMpx+NDZDjEeim9sqTVNZxbXyGKfPwYRAjzheqiqsFfGrvJppxkq+Y96y+UGcv9xLF7e4f9gwGtlo8f+MjQo9IVs6MpcT+m34sJlMCLfIzWaGNpt1p0ux36/RV03SXPW5ROorUBJEJ4KKnwvZjQbyGUAk9RKx+jKwI/xvMidL1w1ZFtnJuh69Na9ynx9fTKO31vGfXiZ/noXuaHlnb491rWvbmQQpL4cdNCwXfkZUFRVYymEzwUZVlhjUNKhcWQFSXj6Zzjkwl1VeNJgS8UEmj7Md04YaXbxtQVEkHoL0qiSGqtca4pPWpdN+n7MGjEMnXFnf0BuiyYzOZUVXU3obFU+4p7tnlzdQ0pBC/u33r9HVxqz5eHKKDhbizFb8vDulzG3fOzaMAU96G1Bko5nIWyaCp85Rxc3vCnXLU4YwXNrSdoRodx8+o8GsASAu1F5nWFRr2z/JyGu+mDJXF2WZpa/vve7XudUFIRBAFVrZlZSygdnrJYBE4IjBXUxlHWFmVBOEldO4Q1FHmFbyXKCLQ2uEpjqhpd6cZdW3hNBtkY8qyizEp0UWGVB57i3KxEYEinY/K6ZFc6tPW5PY0Jgg5h1MW4DXxa7IVDhknNcK1DHXicDzQzY0m0YVRpUm2oao15myTHrVbCAw9c4unNDZQXYc2iZH83GoKy1dXCl0eQBT5CNF4q1jZSZGNMM/G0DuUpoihqvLRUYw9QFiVGa46Ox8RhwGSWEYU+UfiNm95+K/FfNEAxxnHt9ojdO4f86i/+Mp6u2Igk7wtLPhAWBHeeRY33CFZqVBjw8AiKArZTQU6LQzok0pIIy6rVrDiLxlE7mrTjMiKg7aC4CRPbkBPo8lqdPN+KUJ7CDwO8IEL5HqGUjQrEOZwzYCp0raidxA8AX5CnOcKMeeml5ynLmtXeNrG/zeMXN7l6dU4+nVKKCZ7nEXpdQj/iTNxhpd2URc5uwEoHeu2Go1IVDf+inDWvOofBvmYv10wnY7J0xmCmSavGf8E6jSlTnFl4dr+BOUc2bSTM4QAoLVWWkhdHnAyfYb0rObd2GV2F6NrnifsfZWPzIQg/wMlRxs3n9tg//hTXd/4nDp//ba7UlpH8XjbPbXLr+BbH6Yh89wCVttjq/iDzlReZTm5wPDvPuFjHtS4SxILpS88zGhtu3jhHcjShdfs3aXdfpN0Z8wM/8Gc527/AuSchSiCIYVbAOIN0BNU+XBxB4DUNZqs2BE/wcnGLcxztXmf/zi4/8KM/gBdFXLl9yPjohP0XX2KQwEEC73rXO9nc2uLf/uKvUVqfoqhwwnHhcputc0/wYP04z371M+ztXEcFXXwvYKPdw5Me1DVKCAIREngJVkXMq4w8rbjy7LMkSY+NM4/gmNGYY7zsauM0GxJxOq1/ZSwBiaMZ0W7f897S3O3NRRLGvOPCI6yvdLl4bpPPPPcUX7ryLPuTfablmFH2BKu2RXf9HEFZMteG+d4eV69fxZQ5/dAndB2U8rh8/jzbm2v0pEdqDOQZrtJYY1np97FCMM9mgCHAY7Xb4/77LzNJZ0zzlOt3dplNJ8Ra43HKAV0Ck+Ww4fkeH/rg+1BK8tkrX/vGO6kWh2zO6SB/TAMeOjSPkZxTwqleHN4+yA48/C7Y2G6uuWkKu9PG58QcQVxBnDTAubI06Z7lBpc0p2gdOMvdypxecpx/Hw1J92ixPQc0ic8ri+93i21LgZcW23tAUwbqLtb5GtFqJWytrnJwdMRxmmJ0TByqpvGm9MnyinSWMxlOSYKIUPlkpabWNcOnXiSIQjY21+h02myurTIWOXPrmKQlRVWhpI+pLHvXp4hcspkk6M0+aq1HUcywtqK7EjDY6PHffMd3Mf1qH375PCLrQN5DRgI6DvP3jnD3p9R/8Anem+b8vcGY4XDO7f0xV67vc2d/wM3b+0yygp1vfKbfdGysdvnwh57g+vPPsr79DibDXYpszCkkXpZ9HFZrKlMwMhXT2Zwsy4mi6O7rSlkRxxG6rinLitlsRrvdIggC1tZXEUIwm824dqNiMJ7xrkcv8+Rj970Ne3Ua/0UCFOccWeXICs3tO4fs3t7lZDBE6QoTCA7CkoOwZKOq6XgK2h2EF+FrSSv0OBO0CbubbKxdQKUjvGLOxb2MM3lN35hT+fBScrfkA9qGh8Hei4CB9QdAhSAD3up6jxP3/ECj1WfBS3OuKS8sFLzC0dhD2wZpZ/mE2XzYmACttVnpbNJvBfTbEVHgEQWKs9s+/Y7i/BnoxNBPoB9D4gFV0410Ni6oCsN0XFLlhmKuyeYFRVYxHR2TpVMOb19jNjqmrnKQAqVYzADeWELUWXDGMk+nmKwkzTKKyjGp1vGKmCjTeAQIIVjZ8LE9n+6diMK26W54pOZ+OpNHkbQo5nOm8wGjmWU0v840nVKnc/J5xniWkeceRvcwZovabFNU59AYTkZXmM0dVdrYrxnGVPo2RXnE/mGKlxguSInnC6TX9ORRuimN1RVEtnEj9yuoc6iGDZn23rCmoq4KhkcnhK0Wgdc4YhogLSuGRjMvNEnpuHVwSF45nKsRyqHCZsapraAqSxqDqmY2rbXAYSjtBM94lCbDOYt1jrwusM4ypCbL51gZMpku/VKWEdOMoOXinN177pbT+tOH5D1n7hXr+ebCOYc1mjgMuLC9yZVbbSIUlTNUumL38IDQE1w6v46SktVeh821Vc6d2aKqGlM6YQWB53F2e4t+r81Gv09d5ExWVsnLirI2BO02RsBJHOLhiI3mwnqfRy+f4WTeZpzOONy9QWr03SrLospx14F++TchBK1WuDDP+gY7uMygKE5pO5YGLHQWhzCjUcYsT8WCmRn0IFgH12pKh7MC5jOobzSVUHKwCnS/4Yy9rKnVMiNybwZnQgMyAhrgES12sAv4AlYkrFvw3cuzOMsMT7DY5tbis6+z74Hv0WpH+COFEI5aazxpiZ2HJyVxFKG6TQY3CSICzyOINVVpmM1LPCGQzhF4ik4S45Ao5VPUDm1M02hPalJtmeYlo9GYVitE99p4nodRHs9srXE97HJyZYvsZhfyHpQJ1AskKB281AahEFsVJklp14YsrZE4XK3RRYWx7i78fqt9WpWSxCpga2uTRx5/jCvPzCiyIS8nOC7vS8A5rK5wDopMYnWN73tUVfNqjEYqibUWow1SyMbwLQxQygMExliyvGQwnHJ794jVlS5xEn0LedDXjjcNUD796U/z8z//83zpS19if3+fX/zFX+SP/JE/AkBd1/ztv/23+djHPsb169fp9Xp8+MMf5h/8g3/A2bOncHk4HPKX//Jf5pd/+ZeRUvJTP/VT/MIv/ALt9tuXUXhl3BkbDgY5n/705zm8s8P+0RHS1EyEJYw0NtL8viSk09mAqA+1gzigp3p8V+8hNr/jO7j4B/4Ax899idnNK0T/ZkByO+PxvCB2CxZpTFNzXag2sEOY5vDJj8CFR+DDPwPJGsTbb/n+Nd1AG1WMM5DN68Yvy5dIJ/GcQi7+85zERyBtjdUZ4+wANYSb11tcbLW5sHo/D57vI+hwbj2k35Y8fj/0OnBm41Q6O5tCnsL+PsxmhlvXD5nNZxwcHlEUKel8QpVOqfM50+M7FPMRR9efxugSPwnx44jI7+LeREt62Ugr2D15kfl0zkkeYF2IE9/NOAvZdyVneyFrbbjwOKwJ+MQtiFTAutmG3ocw/iaJ2qUsTrg1eA6jJAeT32Se1cwHWxyejHjqxkukw4R8tAXqPXjBA2TluxDVjNvPfpm6ykBDVabUxTHz8deQwXW+9PkRg0HNB747JF4YYYVBUw5LPSg0rHvQCaDnN6TavasQDE7Vo01Yqirn85/8bXorK7zne74L0e+w228zm0+YzOZ0jzKG9YyvPHvCfJ5j7QksRL/LkaY5tgpbV1S1ZVKGWEpKu4drKNBfBw2Hg8XHr33mVd7t02zpgGYYzu9ZZuHsdVd0+daH1jWj0TEPXtjknQ/fx7WrL/I8IQNKSq35zS9+nhs319hsh1w8e5Z3PfoY/WSFyxfuQ8kQT/qc6a0SBwGR7+OEQYuCMyt9Nts95vOcvKyaxoamopzP0WVBe73De979ID/8/d/JcZEzyDLGN69iTo7ZrQ0FpwKbIU1iYZlBEQKSlnzjRMPlJEcuDqMGthd/+9riC27QDPxLjkcf2pehfz/Mu5A6uD2A4g6Yj9KcsotQbjQ/7NGUjZbfccypj0lEcyqfoyHTPE6TBQlpLq8e8JiChwPEtEJmuilRLtXrbrFMhyZr4nHKHn6NSNohG1t9ppMBpkip66YG1asjYuVxdmODIAwI45DA91BKMR9W5GnJrau7WOOIw4B+u83Wxjor2lEai2UHNQGTJ9TOcUKGm6e0b+REScDqxgqb2+volTa/8F3v5MpxD/MX12Esm9mebyCcN4ZFQsL/GMP5EPfzEhNPKPfGjNOKnb0TdnYPubN7zECbl1nEvB3Uw8fe+Sg/87N/kn/5/zrgcO/q4tvu/aYlSBE4k+FMxqzKENIjzXLCKKIoCtrtFmVZEccxcRxRliVRFGKNJYpDVlZX8DwPaywvXr/D1Ru7fPeH3s39950leBv27U0DlDRNefLJJ/mzf/bP8kf/6B992XtZlvHlL3+Zv/N3/g5PPvkko9GIv/JX/go//uM/zhe/+MW7y/3Mz/wM+/v7fPzjH6eua/7Mn/kz/IW/8Bf4yEc+8q3v0TeIo2HG8SjnuWt77B8NOTk+Zj6fI6TEOUnpLMdGcq3y6ASKiYIVH4LQQ/S3CPpbvOPx99K5cIHV8224ZgmKOf26JDYa33PNrGgpVHCcsulD20yZn70Kh3OwXTj7ADz6XdDuNT9vUWhtKSuNpyqUVIsxw+Fqg0VinMIPI4IgoNttEYY+fhg06gIHWheMZ0ecq+YkyvHIOcVKIgl9SeAJdA2ziaVOG9llkReMRwVpWjE4KcmzipPDE/JsznCwT601la4bX3idk452ySYnmKopYitChHUYU7+ihvr60RCRLfPsgGmWYnkCIxKsbONFim7fI1UeuYbBDHLVTILKRDDwIEvaqM0LWKOprKVKPKrE4uo+CIHo3Y8ZXyMbj6iLBTPR5ti64mTfARpT32rkObToRG16qyuULsQKS7n/DFMEkxffg94IqVYg6UB3BS5tN4PVSntBMaihymF/Cr38lQClOX+1q3HSsbqyhtaOlpLkMqAgIUjWCTsbwE2MHYMrOC27LJ20TpUzDqjdFEeNW0zNHZZA+PjCo6nEO7BFk2XDwyEwL4MxyzzBadZEIJEoLAoHdFotwgCUMBhjGU7zu4qYbzWEAM+zhCF0Ep/L2+u8+4HLfPFgh6N0tmhKWeNqgdA+vmvRjX3Mags/SvC8AK+0GA2FEXiBT9zv0asDqspjpavRpaZwOYUusUVNnafY6TF+MWf3ua9SOrDGcrkVI85sEQ2n1HWNKktymqTDvfRfgSBJWihPfWOAYjnliy9NNRKaAf+uayunXA8J8QqsPAjdC9Beb8ZSs8jYmQK4s1jXgAbQrC7+XQAX7lkvi+WWqqCl1wmL7ViWgzaBvkWsaGJnCR3MdkFnNCPM8jNLFVKLrx8/XxFFWTCejpgWJbPaENJk/PJUU7UsnlIc9jrsbK9h2gk2CihTCDLN+5MuYjbn6OCEqqoaUreUDX/FaiSWqtbUtWnuOyGaFhtCYITDiOZYecMpfmWwf8Dhqoaf1YQDL2wajmpNK6n5zjuHXMhHPPfsdW7d3OPFG/vsTFKOjGG+MG9bZrDfDrLsxmqPJx67j4sX7+PK5iUmowG6XhKU4OX36/KkGpx16DIFWzMZCMo8p65qWu0WrVZCXddEUeMoGxcxvu8TRRHtTgshJVJI9g8H1LWm20oIgoBOp43vSSL1rRcG3jRA+aEf+iF+6Id+6FXf6/V6fPzjH3/Z3/7pP/2nvP/97+f27dtcvHiR559/nl/5lV/hC1/4Au973/sA+Cf/5J/wwz/8w/yjf/SPXpZpebPxuid+8UC8czjna1eP+eoXvsjh3h6z8TGmLhGehxOO0hj2jWJsFVXocctTPBqF9JIWK/e/i9b9l/nOH/6+BtAATpUE0yFny5xE18iI5ubt3MUETe04b34R0wpOnoH4Gly5Ce96P8SrcP4BaC1sIN+Cck+tDXlRI2zTqTgIQqRz1LpELIwIVCshacWsrPSIkwjrmnJJVdZonTOc7KGrKS1pefd9kvqSZDhx5JVjNIVJ7piNaibjKYPBgMFwyGw+J5uNMFVJnefoak4+3V344ceEqsSnIh3cZjbYA45RKsRjAxyYuv7G0st7QhqQtWUyv814nhO2P4wTXSoZ4CeC9Q24OXMcFw47glIKihYUOexJoNPFC7rYtKYoLWWnoOpUOLsNfoSs34Hdn5INjrjLIHRTrE7Zv2kXf7tCM0KcZaV1gfu2tpgWCXnlKG5/jslwzOCpxxlvBuxvCx64COdW4MxFWD3bYJt5BaJq1nbrNpzNX71Er6nBg62NbVxt6PoKK0NKFFHnDK21cwj16+COOB3NujTD5ITT6XDTzK92S8/agKWbbCxDEhUzZkG4s9WiX12IuQs8lqWcpYD2LsMCgYdHtNDUGFa6HfrdkECWlFXFeF5gzVvzmJbCEfiGJIR+2+eRi9uo9HFuZOMGoFQaXRpELVEmwLdd+rEijhVRr4sKAg6v3aEocmxtSLohq73zSK9H4PXwqoZ8Pc8HlHXKRhSRzUcM7hS4dMSLn7lJErcIg5iH2wnbly6S6B2mWcawqqicY/KKbRZC0Or0mq663+heNzTgoUWTgYhpyKm9xb/P0ZRb9rkreutswH3vaRK/YRfqtOkJdReg3OCU47TksNwLPLaBh2lO6YQGzy7BybLfTkwDZuLmRyiL9Gta2tHRUBwv/FJ6nFb9liTa5TPydXY9yzOOh8cM0oxxZZvVCJiZml5b4ynFzdUeH3vwEpONPnm3BTZiu7T86fVN/DsHjIYjyrLg8OAYPwxQvofTFdI1HjBlpZHONa6ynsIpQS0aMGGtJd4/IQmn1H9ihvV9XBQuUIZrCGXKJ5jmbMxy/tSzN9AHAz7/5Re4tXfMizf3OebrbQjfSjfZe+Ps1ipnNld46KHHeeb5O+TZZ9F1SnOCBF9fel3yUwy60uhKUaQFXhAymc7o9Xp0ux2KosmgaK1Jkhg/8Ol0LK1OC081kuTbtw+5vXPE9vYW7U6bi5cSWpEgUneH3W863nYOymQyQQhBv98H4DOf+Qz9fv8uOAH48Ic/jJSSz33uc/zkT/7km/4OTVPnfWUNbKkZEMBgkHLrxglPPfMSz125wZ3bN5lNJxhTLJrmabTVlFXF1Amsg7nR9GaCfCvkfCfh+z74Ptpbm02XztJAqhG3biOvPIMkRXY4rdlWTa+p7B6H79a84RmQ0DSycWMIbsAnPwXvcxBuNbn+8Fs/LVXadPYkMXi+xMYADl1VBEFI3PIJQ4UfwGw+ZZ7OMFVzBJUn8bySsk4ZHN3kZP8FzmxeIAzbfPa5PfaOMw4HU6pKU6YldVlQ5hlFNqEuU/JsgsPRbm/jewaXCSpTU2aGlX6XXrLCbU9wtzIvBNKTWBymrHH6jXMT5iVMMphZSDE4d4IvLf1oE19CXjp2Tw64MZpQDS5SiYSDcdNLaLMPpm4e2mlRkxYZB8MpSjjC4Am0sEzK58jqK5yyEgMa6DCnGR0M8B2LrdkgrwzD+W/SoqbNNrvVC1RFyiivWHfw7lXH+ZbgPI1Pn/DgcATHU3jpCuxPwD9pepW9Wig8lBHUkxk2zfB1Tdvz8VoxF85vcfmhy/Raf4LxcMizT7/EZDLn8HBZ6gEpAqSI0Xb50Io51aU28ovcltROE3shHSWJohjnoCoUuQ0pbWux/40Hu5Ae6xsXCcKAIJLk84zj/ROccEgkw2lGlhdsdUOU8rmw3SctKo4Gc04dZZcM0DcWguY2WvUVD2+26YiSmy8+S3p0Qlxl/MH7H+Y95+6nHXXpd3pcOPMgSbTC8UmGkYpaKcSsxCGYjGeY2qCUR5lWlNcOsbpA6wxZW6S21HWFs45u1CMWCm/9PGk2ZDIxJHGX1U6L+9bbSBTvvnA/aVmxl014Zu+Q+VNXmKJJ73JuHFVZYT31jafTlkahvVTWLNU1S3O2lOb5cgdED7z3geqDa8O0gvoIJtchH0D1NA1J9X5Omz9FNNne5aE/uziwy4zNUobUBt4JXKRRhXcX25A22+disB3H7CoUO1B9juZ2eZDmFrnBaRKvTwNc3k2ThXmV0NpRFIaZccyE4OFzPfqhIraGdi9mlmVUZYE0FSJUDWD4n9aZXg/4x8Mt5MqEg59Y5eGTAb//+l4z8TGaB++7gMFxMJww15a5SOn6Hq1OG6EURa05GU8gy/nDWcGHAh8mGUIppKeoK0Ndaqa5pqgM8+MpYprxH6/dIZ2mXN0fMM4KTjjt27gMn7fHtO3e+NEf+YM89PAl/h//qODqiy+Sz8eNKOJV1XXLWE4uKow2lGnNuK5IpzPGozF+EDAcjEhaCVVd0+v10Lqm2+vS7XUJgwDP80jTlKqqKIoC4SzClGxtbXL+4tnGefibiLcVoBRFwc/93M/xp/7Un6LbbbIDBwcHbG5uvmw5z/NYXV3l4ODgVddTliVleZoknU5fjkuXpPUlFwsA5xbys6Zj5WCU8sKVA65ducGNF64wmY6p6gLPF43xnjDU1lJoQ2kFhRNktSWWsLEuCYKE+OEHiLsdbK0RaYkY5oiDfeTuTSQFIqbxx3EN6azWkNVgFz5WQQFS03Tw1hZnUoR3jGhfQZx5DPFQBbEHgaOsqpft85sNU1qsBSkt1kqk8prEfKkRXkDgeXhKIBXkWYbWhjpXCKFI2hFSWaq6ZjY+ZHyyw+X1Nfp+i/2dE67dGrFzeEBdV9i6bC5GaxF6CianKKYIqfBWzoHw0Upgao3OC4KVVTpRByWXCL5JGAlPwsKm2r2BDErTNyInq3wyLSjxqIRA2REKReStIpykKAWD8YDdoz0y+tROMK0FQkrakY/xBKWCuTQUtWYwzvAlbK2fR7uCvP4MtT1CeVnTEdVZ4FpzQrlDM7g+CMJDqVVq+yKz/EV6vqMjVlDmGra2TPI5/TrhfKDYVoo16zXXnYRZBYPUcbQP4yn4c4fy3KvU6AUKD2kl9TzF5hnKGELpo8KQtdUOZ86uc+nc72M6njKdKNTeLkdHB4uHFI1hlQxwAqyzOBvy8pkVVK6mcjUdB4nw6EQB1gpmlUO7ZVZm2Y3OIqWg218nabWJWx4jb8DBwUkjXxeCNKvIsPRCn1bksdpL8DzJySjFuRDo4dxSh/raIUUjnpeiUX21naPvS850QmIqjvZ2sNOSyGretX0O4bfxO2tEcYv1lW2kCJhNa7QyGE9S1zXGNOfdAb7wEEXNfDpCKo30NKI2CGOQRqMEdJIEqyRyZQMUzPKUOG7T77S5b2WLTphQbUsybbhVTiC4yn946joVlhSDFE2ribwoFp1lvwFCsZyasSU0T+xgcfiX/OMKGDaUCL8DqgMuahRu8zkc3YZ8H7hJAyjO0gCES7ycuSk4ndWZe36PaDItSwzbpRlpq8X6bgNtcOsNOCmu0dwi08WyBrjFqXdLunjv4dfZbesakGIhl9BfbbHZDgmMIQoDKtNMKAUGfNV0C/ztHtkXWvw7Yngyg/cHtG7eIBnOGgViVrG6vY4KAvzoGVApJWA9jziJGwBiDNM0R+Yl764Nvu8TZzVSCpQQFHlNnlccnUyZTHPu7I+YzDKev3XIuKy5U9ZNO4pX7M+yOucL8XZ5c4IQvO+97+Sxxx7g3/ybf8/B4YQyn2C041SD/mqxzITWOKupy4q6bOyI52mK53tkWbpoOBhQFiWe15RvgyDA9zwQgiIvyPOc0WhMXdek85TcCLobm1TmGz/TXy3eNoBS1zV//I//cZxz/LN/9s++pXX9/b//9/m7f/fvvub7y4kFcNevsqotey+cMDwc8NznPs9wOGFv/5jRbMJsPkV6EMYSg8M4S1HXGAQu6dCWknUl2AwEq7HPH/rRH+T8pUuUNmb6wi47//5jbO9e4/L1Z+jvvEin2ifQZXPzFVAZOFm4g9YeZGKRurdNLXg88yiUzyjpsHbpfh588kc488DjbG61qXzJdD7n5/7qX+Xpp55iMnllgviNRRRB2BJ4oUJ6EgxIT5Gs9lHSQ9cwOpkyOB4RRgtnQB2BsBRFkyTytGN3d584fooHzlxirbtOJDMCN6QavEBVG4zzkV6C9FusttrEfszx0Zy6KshPrhF6HptrG+zu3OL4xtfwqxHFbJ2isDSDe7ogEvjYSlMXOVZ/45n0Rz7yET772c/yf/1rf5Pf/6HvYz/7MY5Ojti59TGGU5+Tyf2EwRmS8BKDG19GHzzNl6/+EwbTHD0/g4weJ77011nbDDh/CSr3ABOzxX/4wr8jYpcPPfmbtOKEvnsvD1zcpPPTK1z92ue58dxXgBdonvbP0UxH/xab51Z48nva7Lx4jpvPbWHWrtBtHXP/5XcgsfzSv/7ztLshX/jE/fyB93wvf+x7f4roMvgbcHkDViPHre2CQ5Vze7pP7F4p5W0jxCqtVh8lAq595cukWfPgnZsJqYN0uks9W8dv9eh0W/zwT3wvV668xOHxEXl6SJ6lJFFAK26zsnoGJxTXdm4tCL7LXH6bZcpvpCsmpuZIF+B8jOmjETSjowI6JK2IMAzw8ClTzc6NAWU5BDvG0dTzcRGOgL3hGKUsSkrC0OfB89vUao3S22Z8mFNlr964LyKkTcJ9G6ucXe3yxGaHfiCZH+2SlwUH1w5R6451b5uzWw+x9eh5RqltSmzaIqzPNBVEkU+306aYzRmNJhhhsdLhJ43nQzGeNjeoKQjikLiTYBe8nChUBMojSSLCpMulJ89j/JoqKAhHY4LpnLgOwEr8yCCritmxYoBjh5xyMUt96NxF1rpd/of/5X8lKwvS/JXz7FeEpBnklyUeQTO4L8kMiy7HYhVaFwSPvddHrluM0c09byAIwXSgvrhQ6yyn8kvi7ZIMu+w8UNOAjgkNBl8DtmhKSwkvrxA4GiDdpZEjP7i4hJaA5Mriu84u1h/RZFD6i/W9RrQ7XbbPbnOzuA3VFKkiur01PvSh95DEIVGgOO7FTLttak81cj7tQb3w5ZAKNldomZyLj97P9Wde5OBowD9fWeGk16VjQWjLudDn0kqPyw9cRkaNDwqqsa+vjKAyhsFkSFHWTNOMstTkhWH31hHD4ZSDrGZeG/aLisq6BvC8yv54QnAxijkTxm+rA6sAoiDgL//V/5oPX7nOP/xv/z6D432K9AgWhdomLF8/ct7VmbFszmCqDFsLJuWE+ThgOpnSare5s7PLykqf/mqftbVVWu0W/ZU+vu+jpGyAf1Hy5S98lae/+gw6O/qm9udtAShLcHLr1i0+8YlP3M2eAGxvb3N09PKN1VozHA7Z3n51Ncvf+Bt/g7/21/7a3d+n0ykXLlx42TJ3T7lz1MZRVJrjowlHO8dcfe4lZrMZw8mY0tTUtsb3GpmfdQ6swziHkxLpBYSepK0kncjRiQOSbhsviRkcD5nfvsPuU08T3nme89e/hGdyAludNuhqVkfhBIVzpK7JdE5pmPSlhYEV5FYyqH3OqS691fO0O31WI6+RJWrNF774RZ556qlv+hx4niQIJcr3EFI2hC7fJ24lNDYojrpufAN8v5GsStUcR2dtI0+2gixNGZwckhcNsbHTVvTaEs/OqWuN0QFGGURtEXFE6Ck8qRo+XDZChTFBe7upehUZeTZnFoVYESL9Ls7OEDJYWK87rK7fUAbl9u3b7Ozs8LN/7s+huoKovUk4t5TVMXWtSTNNFBjysE8+GaAnBwx3v8TRYACz88i4IpQDAtXFnUuwto0mZnhsUdWc8YUjRGeFdnCZJDBsnH2E3Zs3QfpgZ5y2ZS2BkCDusX52jaOdA4rMZ9YCfIOf9BG64M7tzxOEAr8e8nDnAvmjGbJfIRNNTGM1uxlaCDNmcoIUrxysfQQhyksaasDJCUWVU9c12mkMhnw+Jp0MCIIYLwhptUOSJEL5IVL5CCSBr4hCRbvVwgkf6cWwMG47jcbXpHLN/XT6xF2aMmk8T+F5CZ7vI5WH0RatLdNJhrUFd0cvB8upeF4bqA0SCXiEayHKD1CBTx54uEq+bHbpKUW31SKxEeten/vW17i00eM7zvRYDyUDr2Y4z0irEa2wTRx26HQ26K2epSTDihptGzBlrMQ6CQvZZF1UaM9hJUhnEQhMXeNMjTAFNpDNdSgAKRCyMViTUuIHIb31VWRbQF/Azj5OHMO06b81z1JmVU1tBVZ6eElMXZWga9pxTCdOeOb5Z5hmr9CSv1osyyxL6tDSnC1vXlWn6V7grUK8Ad11QdWCuWks2DGNk4HfAr3WjON3m+DdOw8IaMCHoplNLb9jRgNASk4VOfliu5ZmbMtOB4IGeEiQWyDmYPYW77UX6+/QAJ6VxT69Rvh+QNJq4ysP6aCqHdopNra38MOEeeZTa4965GODCCLZeE1tmKYkphyEProVkfW75J6iqDSHQnKkPFpSEnmKVq/Ner9Dd6VHjaHGNERwB65uSN3TWUaal5yMpxSlIcs1e8djhsMZR9qRuZertO49dQIIPY/Y9zi31md9pfO2ZVCW61VK8tjjDxG321y4dB/g2MuOce71yjz3hru7jLMORyPlr+uKsoayaGgRRZ4xn8/I0qxR/xQlYRQSho0MewlS8ixjpWVpvc75fq14ywHKEpxcvXqVT37yk6ytrb3s/Q9+8IOMx2O+9KUv8d73vheAT3ziE1hr+cAHPvCq6wzD051+vVge/vHBnNFgxktPf5Hh4SFZfkxRpJT5dEHcs3jagWz6MggpiV2AFB6RFxEpSSQlZZFyXEz5N//m/4tSAj3PUaMhrReeIxU5q9KytiCF3WU/rQJSIkTICzPNxwY1L7mmXUWul01JazAST/i8w4S0oxbO8+92vBzzrYsy/Tgi7oUI1QwgnW6HKAlYP9NhMpixf+MI5UWEYZfVjTZx4iMXPYnyvGnLrXzJPB1z89aL7J4cs3m+4MN/+F284+Aso93nOdw7YefWLrPRgMngmOTJJ0guXqAVtvCFz+Gt58iDmFbUxXgtWmceRccdZjYmOv8d+FqjR9cRrkIJh7AZrp7xRtuqORr/py9hybgDbh9d+szHIwYHH6fTPaS/ppiMRqQzgZm0GzMIewebGYor/5CZ+RAnGz+NSaElHOnsGDffIxuvIYum8aGJEnT/AqV5ANHbw81vNa5qzdUG/Gvq4t1M9n+SYvZZ4B8zHeSkI43Zv4HEUesCX0j08S7j3We5cf2TrBw9TTu+RdTu41SHB/R7WY1C7KYm05rpyxh1HhafuZNUdY2fnlDZmrmtSGLJWuRz9atPcXDjgO/6gx/GSclvfPrXGQxnjKYpnnG0/A4rLUGvW1JlM0odotQant9CVz4ND2RJpL3r5sNdS1K2aPLzR1y4sMX58+s8//wdhoMxk1EzQlmb0Yxm92qQAppHzToAlppZ7rhyc06/U7HWG7EVFcikSxScOkVsr6zxsx/+Ic71NnjHmfsI5ZRAZjzkKroC7BMPYuIWP7ZxEeFFKK/NdFgzH2kcBiEEUewjlCKMY3CO6fGAsigQzmA0aOHIj0YIB4nnoZRFANrWZHlKlLQI4oQyn1NrjUgLrAebGtARmHZTu+3U6Pk+8/mQf/lvf5PKSp543/u5b+0iP/t9P8ZnXvgaX7j6LGle4Esf80ZT3h6n0txFfxs0zQPlGDaegNYZWPlDoC445qsV89oxHILJwOXQOg+tS3BYNCJCN6BxgN3hlPh6H82zS9GUlO7QjLjnaahW9y0ujWOaxOF48fvSfv9is23qUVDvhZUuqFtw9K+b7uZs0JSVNhfr215sw6snzfCDiFa7T98PmVjH0y/uMJxm/KFpxo3BOj//vz/JNO1Qpn1cdwzdDP7rAfzFY/hveosuyhVfCDz+7xurXMbj7DjnZ1+8Q7s35al2hNc9xzvfcx/dTsjqWsh4PmOczUjTiqrUTEYpVVkznRakWcVgNGcyLxhNC0Zakxl3lzn1auAkAWIheP/lC1zcWuOHf+xD2KjFU2MP+3ZIee757q1uSOehs/zD//6/5XOf+SJ/66/+Dep6SnOPhzQX1KtthHvF35ekyoa34OopuZlRZiccSYmUCqlilArp9HvErYRz58/S6bTZ2t4kzwrm8znR2Tat6BuP4a+MNw1Q5vM5165du/v7jRs3+OpXv8rq6ipnzpzhp3/6p/nyl7/MRz/6UYwxd3klq6urBEHAY489xg/+4A/y5//8n+ef//N/Tl3X/KW/9Jf4k3/yT37TCp5lBc3WFqst89GI6cmQ+eSEdD5C6xxtS4ytMM42P8ZHGIH0PISQeEohnUBY29Q/hcVYTeU0xXAEzmCmM9Rkwnw65qbSrAaGDW3pGojqpi7u1ZBLx66w3DRwbQFODuCe9J+HryLWVjcIVteIV7rIOES7U1Pwb/X6dYB1Ak96KM9H+U2pxzmHFAI/UPh+gO9H+EGA8hUY09R0sSAkUoJDo3XJLJ0wmY3orW1j+gndTotJNMHqElPN0fkJZTomn/UhXEXIABV0EH5AaRXOa5H0tlFeiPB8lLUIXWO9EGEaKSt2qZV844wqZZpSlNRD0CfoMqPIZkwnh8AhYXCIrjTORmB7C0LQDNwMV71AOV1nvHuVIjNURY2z+zg5RteawtXMT4bYwGGLEFtv0OneT1aeoO8ClBK4gtWrlKnBVHPgAGsN1sLcHjUcemew1lFWGZWuGqvuvLHqnqZ7aOExdR3yukXzaJu/yt46tM4R1OS6xglDoBrdjLCS6XRKVsHNmy/hpORg7w7ztMRoh28rAiAOIInhaDgnKwusdovj7pAywfMjdF1h7fIqXFbPly4HTa1a2BqhG6t4z1MNidTBqVpgCW6WrM57KYIC6xyVtpRaUVhF2xMkvkPdk8hptSLue/x+eiKiJRyT+YyjbMBaCDL0WDm7jddfhYuXcE5hK0Exn2Nd2vSbUgq0xllHVZUIB0obtK4bPpGSOJo+POCoTY3F4guLswanayhKtLF42uDhkEo2GcnKorOamgIzKbDTAlvUzMqaa4MBtZHcN8+J2wlPPPE4+9mY60f79Lpd2nHSWIi/0VgKpUbNoRU0wIMSjGlEJV4CIoAsdRR104TdZk3DThU0WRa3sPK4e3qWY9SySdCiRM2cBoAsuhkTLv59r6X+sswjOc3wLK0VArDrDd/Oe7TJpNiwaeHgSk49ol7nEDQGfJZAerSDiE4rwev0ea6/wo3JCruHK9i0gOwmF9uOtZbhpLhBXmqG73oHth3AlwPSOGQ3idiMArzAo1tXrFQFZ9a7eKFie3udIBQo3yI8hRMKbRxVbUmzkiKvmExT0rxmNC+YZBWjsr7LTb7rbbN4lUCoJJHvcWalIU/L8BEysUa7v4oJvP9/e38eLMl133ein5Nr7VV3X3pfADQajY0EAYEUSVCAuEimtY1HovgctKWRLIl840XWs+QJS7JjIqSQIxxv5KeR4k28Z3qeOVo4lqh9obmAIgmAwkYsjUajG73d23evPfc857w/TuW9t0EsDYAE0Jj6RlTcW5VZWZknT57zO7/f9/f9IXrp6x/gXwZCCBwbyp7LwX0LdLcOc8d33cXa6gWWl86QpxIpX2iI8CLvXwwKrUxV7xGDEMgRVoxb8vF8j1qtSrPVZHp6imEQYtkW3q6Fx6vBqzZQHn74YT7wgQ9svy9CL5/4xCf41V/9Vf7kT/4EgNtuu+2K733pS1/innvuAeAzn/kMn/rUp7j33nu3hdp+8zd/8zVdABRDJkSDnKSXcOmZJ9lYucjGqhHvitIeaZ6Q65A0k6S5RFsaV/rUS2Vsx8W1XDMpDYfESoPUCCtDCIlvZdha4scxwyjk+WGPZ7XmLwRM6R2+WR2ohxChOUvCsxq+xu4Er+KJrlGpz3H7u9/LrXfdwS23HqNSE9vXIvXr779pqghCSaPkYrk+2oIsz+isdxBaMDXTwi1VcP0StivA0uSZIpeSJEtxtYVX8rAcheVKLq+do3ymzL2tBuWSw/zCPINBSKYipBoAHbobl1G5xcSBBm6lyeT+21Fa0JcWojbNXKNCpnJynZMM15Fxn0xkaB2j82gkcX/1nBsBzCdwdCh5LjzFIDjDcPMs7Y1Vli6fZjKwEWmVPJtAMI/FMQQbaNYwI/D99JYv01+5iFmehujGc3jNnCy5hajv8NjJh1ByClscYf7Qbdxw5DrOhJfphCujs+gBf0aeaIYbP0USBKNjG/RVYWhoMiVpJ1vEOLi1o8jMJkjn+MbF32czvIhVfhptN8m9G1BWCazdXggJOiEPNpDktMmoOxZzFZcwsQh6Fj2xQcIqZy6fNd+QcjvNz8GiisVUvcHUrMMz5y+w2UlG2w0TslQ+QmPiHfS7TxEOCxIBGP+8hVnuhkDEcH2DjcGQsl9nZrrF2npnVOOnGFJ2D90VjEfGtMNOjqnLUJSIRJUTpbMslAd49s5adG5+ko/ddxvnHz3Fw5/7Cp//5uM8dvYM/+DEHo4vTvPBg0dolOsmXztKsdY7JptVSWzXwUMQJglpFhP1uziOTa1UMimmSYr2S1iui1+pobWk3V7BFop61QaZobOEcKtHlmn2TDVoVkvUW1VqJRf6KeFmwGawwnBzmai3judCP8r4yuYKeaY5eGGJm99zBz/0T34UZ7pBmCn2L07jezZPnD/N4GpCPGrUnULgSSM6bVdBDk0ouZ2aTLZGbPbbfAoSB0LXVB/OB6ZisVUaVdYe2eeA8WQssyPQZmM8J5sYkusUhlNSZA15mNDM9ZgwT2/02fzodRhkGeQABi1walD/KdBtiB80GUXJ6dFxD/OyacZpkjDs92n6JbzpOU7ccoLs0D5+/V13MbRmUd39kP0J8L/xf7v3Tj76/gP8yf/5h5yOI/7qf/6fCC4swD+ZIPlQieQXFd58i7n5CbSVkGuLO+68kVLVY3KuRZImdAddFB4ajySNCKKcTjckGIZsrHfpxTnLw4yh3mk+wY5vMGdHLHehWubQdIv7Pvhd3HjiRn75M3fw8GaNv5c/SdkNv6PGyW44tmDvVIXJ976D6373/82f/fFf8r/+L7/D1voFBt2Ck7L7JhSW6ysZz7u8KgBECBIazUMsLC7wgXvfz8zsNHv2LtJud1lfW2fYvkgy3HqZY77ENbzaL9xzzz0vyzx/RVY6xpvy7RRl09qE0aMwZtgfMOj3GPR7xFFEEsckSUKWjVaEAoRlYds2tu3geSYEojOJRpOq1KS55hJbKOxRSEhojdY+mS7Tp4YkQeqUAYISgi1sSgjKOiVlpzTFji+gWLIYd7njVGlNzlCvN3Bdoygp5cjB9voVwEEblVjbcrAsmyzLjfaEpXEsC8dyUSonyxKj+qg1/U6PPJPksaJc8anXysarpDWd9iaXS0u0hzEoU/lSKYlA4dg+vj+F7bXAbSBFGYGPcuyRZHKCTHNUHhBHA9I0JBsuodIe6XAVVI6wbJR89RfupUPKcYeysnClT68P/aFHmi8SpTP04gbDoEcYrRJnPfS20qkCO8PxXbzKDGkwII+2sGwHxy3h+k1s0aJeNplAcXKJYW8Na2WdJB5gJtkiKJ8i84xwAGlSB/bRnNhDudwky7vk2ZB+7xxCZAhLkuiYTrJJmRRb21zcGrLS6WCLEK8cM7FvEeHwAgOlUMqyR2JpkkwZQ1RrsB1wlWeKweUJGjWSYiuk1BQB0O4MkVriWBa1aolcWkgJaSrJ85go7JJLD6xpUIU6bOGj1BQ92nHBLwkGaU6YK7QqltiFgVFkDux+7V5FmWOpFBhaRKLCwMmRemdIsoTGtVNkNqDbWaUdDtjIMp7vBjiez4n1TSK7gnthBUdZ+FGOluC6LiLJUeSE8ZAky8iERmmXzPKIZMIgDrBUhJVbuNpDaUmYdrHQCOFSLlWpVqtYVo7MFGXPwXWMmF2SZ6x0ItbaPc4ureOJHE9YHNhzgElbcOTgDcT9IY7MsC2BW29y8Ohh7r77DnydkcURjn11K0pbwUQEbmbhV8vYZQunYUPLMTldRyyceZhbjMmbGbIxJHWh4kPsQ1o2RoMCY3gUpZSKysIx0AerbUQP8yWM4VHFGCPTo1vXH3X5wmMiMEZTaXQcd/S9vtmWp2ZcFj54LswfF9jzFs6ES7IvI6sqyi/TBFNTLa6/4SDr4U2sDks4K4fJ8wmCv24y1de8+3uW0Jkky/dTsQKef+4Mzy+tsZVnfO/mGu1OxFeDIepMC/50kdVwnqdvPMDFVgW/5NKqesw6Nh/AGHpKWyhlo5SLzC3yFIJhQn+YsB7lBJki1Duc4N0eExvBhO1Sr5bZt2eWaP8Cl48d4uHsOla/ucjs9IBGc4OvPfIolQp4Uwd55RoHrx9CCIQAz7WZaVW4/cR1/Og/+Hs8/vhjnD1zhuVLl4nCIm642+v5YnP47m02WIbD6Tg2E5MNavUaNxw/wfziAvOL80xNTTA7N0mjXmJ2osLppzusvBEGylsRSkGeQX8wZGtzk62tTTpbW4RDUxApDEJTvRJT6tzBkLA836dcKiFsm0zFKKGIVYTKM1Sa4iuBqwS2FAhho8s1Ug1bTBLTJy6kG6/wWb5URLKwr12giuM0mJldZGJiEndUPyPPRt8s5r3XAaPl6eI4hmeTJCFCKxOHcl0c3yVPElQSYY1Y1ysXV8hTiS9KWJMN3OlJBBZCw8rKEkGYsHTLfThOnTgxk7KNwnPriGoFt7YXqzZHZteRooxlW0hSMjUgDQZE3TbD9grRYBMdnDFLLcCyfCjPj1bgrwJa48dtqoPL1KVPSTZY2xJsdeqk2TSDZC8yWmB142/p9E4RJDW22cwW4Ev8iSatxeP0Ll5mGLVxnAau36JUm8PKp5lvNekMLhImD7G18QRbGycxD3QFM9qbiTZLFd0tiMNZ4GYWFj/E7ML1DIdPEwRLBMPPInQf246J5JDL4TlqLrhCc3Klw/mlNewBtCYCbp85hFN2sK8QTQhGv2dSH3JSUqkIoxzbE3gli2oygYdPrraQpDjobZ3XGE2MRF3qUFnqUl7YS6VWJowc4iQlTdukSZc0uWCYl85+o/Cli5BbkbZh7pFXtqm1PC5eSugMNGZG05hZa3c2QGGUFzwW0zuLHFUd+8hY0KOBa5fI5K6L1jnIHuFwjbX1c6yHfdY1PLkZ0EsFN509z0w/ox5NUKk0mGhMghSUSz6DKEDqlP6gQ5yliGoJ6Wpcq0wvC9gabuG4Obaj8XILjaIXDbC0IE185n2f1mQTFWXoTFLzbXzXQiMJkpiV9ianz17i6994isOHDrFv7z5OHH0nEzPTvPex0/QuL1PqbBiTrNbipnfcxvzCDEtPn2T14kU85+qGXkfBgQHUbZep2Qmcmoc34eM2qzg1H/+4jzWr4fgmUW2AWwnIXE1ahmEXgj50IogDEJdArwBPYuhEd2KMijWTpWt3QD1jqmpzAMM/OYDhgl9iJ4unjBnGOhgDZR7jUVka/U3NgjG3IJmH1gQcfb/FROgzu1Gl7QR07IjGyxTC3bd/nu9+7zu5/9KdPHvxIM8+3TD96ektrrulzb/72ZNkmWYY3M1DX/sGX/rCN/nac8vgWHz6medZ3sx5KP8qySPvh6f/B07/w6Nc+ojDoAy5ramHCcdTyZ2DGEtqcuUgpYvKPbLUIokF3U7M1iDkfJCRjsLvNQy9pejhOSZ1+JBXYe/sHB+457v48l0383sffDdP/qqH81/h5z7218y0nuN/+V8/R7XW4uP/8B/iut95A6WAa8FUxebe997Ove+9nf/y+3/B33zxQb7wF39NFBY3DXa8Ii/Hj9KGY+mU8UZy+NcfP86efXt4113vZGZ2mkOHD9JoVlncM0XZgrKAweYFVpbPv+pzf1sYKHkOUQhRkBAGA/JRLFlrDVpvW5KFhoK2jKFiWdbIMNQopVBKorVE6QypUnQm0EpgKxdLCHQqDbNba9S2BVGsLGMsBNOoK+p4FZNDgiIlRQjNQq3J4uQ0h6dnmS43yQNwy+aVJ6NCXq8tbfwKaA1a5Wg1ypwTphifsBRSZUilUFqZbCalRwkLFo7rmrz2OEFkDsJyyJI2QT/jiSefwC81SRLD5HZswBNYysKyM5QOTUpbaBEPu8hkSNxfQqYhedInjQN0GoEaUkhfarQpqPUaZAeDaIvuYJlcaxy3zPz0HJASBjaV8g1MT74XyQRe9TasuQlkFrOy9gdk6QZpskI2XCHc+FtQPcqNeY4e+V6aE3vo9wUuiuuO72d1JaHX8UhxyLAxTD8Pk25sHu4sS+j1Nqj4R5na85McPHyQ2X0TaGeaIOjRTxfIw2XIv0HqHaXPBLg1PMchrt1JXK0z3HyeQd+jutRlcqrMnm+hZO1uH5MAmwIyN6nyuUxRGiwq2FRwbYHUxkAskGERaZuwl2G5NuVSCc8VlMsV8lyTZW1j8etslPJRCGFodrM001wxTCFXRQW70q5ztEb3tvCaFOVvi7yGQszDHe3fRlk5yhZsJxoUxxIZrieo1SoslBOO+Iob9x9m79QkqryXblbl4nMXaDYn2LuIIVsImyxXoATNeouqUriNEkqlJPE6UbhBf7hGolJSmdEb9FFKUqt72ICba5K4h9YxLja2sFiOc9IsZ7PTZZiGXBpcRiQCRzkcuO467nj33bQOz2OXHfYfmSGsZsys5sxPuJD0KTsZEy2XZR2RRP2rylQDaLSq/PjPvp+Z1jxNfROW62KXbCxviPACtqbOE1S6nJ3ZoJdLnl8F7YJdMRWya3Wjh5KHIGrAHnBmDRdFZpg6Phchr4C0Qb2LnRpikxijZMiVc1cxt1qj7n8S4znZxBgrkxh71QYGxpuyVVLkXgZ+xKVSxqoPc45J+nkxPNJqkhw+wKH3t/nU3i6dtZg8l9gNOLggGQQxjmNRqTWo1M3LtW3iJOHxb55isy/MolR7kNRJH9iLXPfJGwNUPSF7/xZ5KcNJNSpTxImk34/YWu+xdGGNrXaHjUFIkOTUR7a2UzgI1chktyyOHzrEzESDdx7bx2C2xR+fOEC5rPhHjz/B2WCN1Wqbh7/xBMJaZxgmVN64cnPbeGFa8ztvu5HJiSaTjQoXLi5z+tQzxHFsstuyjCgMR9pjKSqP2akkCSAMZ9NxaLWaTM9MUSqXSNOUr/3tAyN+o0elUmJmdpLF+VkO7lvk4tLaazr3t4WBIiXEMURxQhwHRgMAjdZmBSmMdWK8AZYpMGdZRkQKiolcofXopSRKZSgp0LlAYGMJy4SBcoUcrUwNNGLk5i/KUzQwC5QiU68HDNAEZAghOFyrsbfRZO/EBA2/ggw0rm3SAVUKWWTqTrweGNtMG7KmLgwUIw8AhgAspUJJhdA2emTIWRbYrimUkSYZQpiwWKb6CDvmuTOnKZcnSNMErZUhNbqYUJCVIXWEinLyPKe/coE87BB3zmB8yS+m+eCY1GylX5MschT36AcbSN3AdnymJqeI05RlS1MqHaTVfBcZkziVNWqlaZQc0k8fJRxYpMNVZLRJxMM43iSl2jSH9t3D5NR1PPbQF/BsuPX4PMg2p3FReOTCR+t5zAj8/PY15TJlMNxkorqX/XN3smcvzBwUlFqHCMKM0xduIOg+R9aJSN0DDHUT254h96pk1VtIqz5bWZ9BkOOvDlFO/CIGyvbdBYyRnAGxwvCmRvKfJWrYwsG1HNDBKC3awNRZtYmDDMu2qZZsXNui5JeIUYbprwuN6pE7F58dN7ACJKnShBlI5TIqgTj6haLjFvGAIlJfFIwptunR532gixYuyvJB7O4EGnSG6wgqlTKzpYSgpDm6eIDF+XmoLDDIFOcuLjM5leKWa/ilEp7vI5VCaEG92kBbglLdJ4w7DDe3iOMNgmiNdhgxTFLOn7uEVDmHj8zhCo0II6SMsG1FpVTFczzWtgJ6g5DHnjrLVtjjQnKRQ81F7pq/iYX9+zhx17tg2iLVIfP7W+R+xKw1pNVwIR3iOzl23cYiJUuDbeG8V0K1XubD/+A97F28nhrvNfdDA+ICihWeFQFrxFzUirSrWNoCy4FaDaYnodIENwM7Ml1W1MHZA7IL8jmMU24d5CLGWrgZwxEpblmVHW5zcft3858jjJHTNcehCiyMjmEDa4YH00GTT+aIfbBcklyswB0vM/ucrFU5NT/LL7/jee7bu8GlS8skaY7rN/H9MsOwRbVapV6tUK7UqFRreLZDmAU8++w5erFn0sqVA6pK9sQc2dM1mFiF2QH5u4eoJtiJRomUOM0ZDGLa7QGrK5tsbLTpJjG5UtQwXojyqLhnqEZmuBBcv28vhw8scu/33MBjkxV+Y67O9650+YFTp/ly+E2eKJ/j8adX6ITRdhO+2Th+7DA3XHcQXJ8zzy8htcWg3yfNMsIgpNvpMegPkHpIpiRa7q4gZCGEoUjUalVmZqZxXZc0STn51DP0uj06nS6e5zIxOcmx49dz+ztvwxdD3NeQX/22MFCU0iSZNJ4TlSCsHMtWOI6ZcLMsMyt0ZfRAtGUjpSLPc7I0GxUKVAilsSXITKHinDyToDSiLLBFjp1FuPmABpujjHnzTNeAgxjj5HvYCd1qC5S9IxVwMYehUPiVPiWvzUTvMpDQjmNS2yK1LYJU0O33iaOrS7V9KSRRRE6KW9L4mYNjGTVE7Y6o+0KT56bcvG0Z+UjLsRGuBSUX6dtEgGvZuLaL0BJha4SlzCQyEk3RVkYmB8RJj3T5ElmuzdSpFXkSoqVRJHzxzBwLqKApkSsLrV5dD9ZAPymzFdaxaWB7CVOzJaI0pGIvU7HaVAA/BzdSCM7g2RF3nHg/7a0FvrH5JCrrk6ozzM7dwfzeeWqtHM9P2Dv7XYS9jK/89TMMBpeR1Dh63Y+xeHiRxx9/hrW1JeAhdki9T6H5BVr1j3N0z09S84Qpb1CDctPmzu+ZotctcfnCFOWWRSdyGeoalluiseej7KvfRxh8jDhc5vmNP6XcqL/EFQ93/S/QoxCjhUCNKhen2AgtSPMYtW0UmPpLGfaono6PVh4bHYXraMq+JrdcTG8usVNwpSC0FmFMo5EptU2iXUbDNzsZPrv4Jn7LvGJG4aJo1A+MDoqJF5jrUMOAXAfobFeCfRjAqZOIzQ5ObZ533bjA3Tc63Pb+e5nadwD/yFHiMGHuq0+wtbnOk089THWyTmWizsLcHuoLNWqWTZ4l9C9fYthfZmP5CcI4wtYhQXuLze6QzTRGCc1EbxNXaKw8YeNiwKMXl5GWjRQWaSbJcklvGCClxMLGEgJl5wTdddoXzlB3J8DXCCfFqygWZ8v4k2WoeOhOF9XZYm6iTnZgD773MvGNXQjjkL956MvMTT7FdPo4KkqQQUA02yGZGHBhzxLd8oAz4SbdOGVPQ5MrkCkEaxCtwzCGzIfyIVAWpJ6pa8NBzGD1fnbYnhkmnHMG4zAreCVd4AjGQ7JvdAuL1ESNWZUdwaQbz7Ij+BZCmsDlAJwLmkuP5QRHNfqAMMd/Cez/24c5OEgYlCwedS1aUy1KpRLVZoMoTHn6qVPbQcSFxXm++5738Pg3T7I8SLAt3+gVbVfyjsBKwc4hasDQR4kOscxYWlpjsLLJM6fOsXa5zfpqmyzNqNcrTM03wQKVp2RJymAwQMsdM9sWgkrFp1zxyZWFSKDZS/FDSZ6DVtqE1b9NhTG/nRBCsG/fXrxKHSklYRCSpilRFNPv9Vm5vMra2jqnTz5Dd2sL9JDCOlUyJ416XL6Q015fx7ZzEJLhoEueZahMkuSCrWyDb4aXOf/cN7n7rls4emT/qz7Pt4WBYjwFI++HUBhdMoHt2Ni2tZ2yJpURZBKWjdLaGCmZIWhqpdBKY2lM2muukUpiKYWwJLal8bKUCiETIhp5qy1mMc/4TUqxANylzfsJRjwob+QV1PC8hq7QRHYIYogT9kgtm1i7hNohxCHUNv0gROavz4UipURniixNsW2NEDnaElhaoIU2ZeVzSZ4rbGHyB4VlISwbbIESkEoJQhm5fBS2GLVxMTQIs46XOiaXA+IgJI0Kc+xqH0oHtI1W+jU9yHFuMUhsSpYZOHxf4Lk5Dh0cNcRRGY7KcbXE1pu4VsLMzH4sQixhoXSK0Cm1KkxOV7CdCKUH1CoHkEHCxtoyUmaUK02mZ45z8MA7ef68pt2T5ImP1oY4aSq6PYBt3YHntEHVkJmPbYHjC1rTJXBc2r0S2u0zCLewlcR2oTl1ELfhsrYE3a0ztC88SJS+FINwRxxF7zJQBBam9rAcGSogdcEHEZgZw0VjIUeKklo7xIl5dmplsEThLXHYMSJg5166IBzEKIyicRCWC5Zv3MDb92/0e5YPbs1UsBbpiM+ym0RbhEdH3skkN+GlYo8sR7Z7EOc4pTrTrseE57Nv314mDh7APnaIeBATn10nCgf0em2ogK0dnIZLZbKG5bmkUUh/PUURk8sAy8rxSwKtEvIkJNMSiSBOInKh0TKlF8dshb1tzTLHdrFti1KlhG+5TFh1mrUGru+QREM6G6s4M2DXLISlcFxBteLilFzDKAbIc6pln2azjn2VacZpnnF25QK9wRad4RaEIarfZxiGREnCcnPIUKR0opAk01Q8SDOjuZSNdE9SAdICu2ZEm1VmHAvUMLHofRhPSpFiPMDwSTqjvyPlAabYERouiLMZO+nF0+xUKt7lbVEawghjkLQ1eJiyIC9TyaOxusHex55Gzk+w2apSqVZwXA+tIU4SVlfXQAhsy2JmYZFSrUXNK1O1XcMXvCImZSZQLA1lB1FWVBX4SU6v26fX6dFud+n3B0RhjF9yKDkejVYJy9LEsUVoKYIhozFvJ1iplCTPjPcl0ZoGCj/MUAo816FS9qlVSqRo0izHeTXp5d9JCKhUK7Qk7Nm7hySOSbPMGClhRLlcxvd9li4s0ev00XLX4lFLVJ4QDHOCYdFxdgtkmPE8yRVJNGBrfZWbju3HWK+vDm8LA4VRuWy3VKZca+HXJ8ikojUpcewBvXZAEESEwwGOV8LRIK0ELRVt2UEL25TjznIcHCQ2uTZkFSWg4kpaTs5Bu49vBdxXhYlymbl6nRkETaDe7eClKbXAiBgCZoE4axwOtoYDXdibSfTgAsP1lGdOP0U6ux91sEKl1qJaraNrDYZJE9+/uhXWS8HxHJyKyfjIMk2eC2zbwhYeipxM5+S5RElJkpvQQK1ew7IsVJYSRiGbSYxre7i2R63uUa6UCYIBWpfRooIWFspSKHKkjkf1VF6NcaLZFmGQKS8eAnp5XOr1eHJ9BSsbIJOQ4foFks0Nks0LRPYpwtrD1P0+tcoQ6T6B7WVMT99Ong0pO4JSRTA5Y3PwoMWevYpLK39DHNXYV/tZZhda3P5dN1Ctwsy8wC1XsUtww9130zp2HU9/+c8JexmwRsHDOHX+r1lePc0Nt32KhQPvw616KBse/HpGp3eRjc0/p+at0CpfYs/CvczO3sZHP3wdk/Mu9++FM6fq/OFn3oVDD2P0vBC7JnAEGR4Se2R0GBnAK5emBd+j8NkXvJAaRYKkEBrH8bGsQtCizE7BF4mZiRywp3F9h1LVpVarUi1XCawqKnNJBiE6U6NbOBLQyDVEbTNLKoWZDQsxjYJiaANVPD+jXBaGFzZCoj2WkzkSVzE3J9laXefSRhe/3WV+usdepbCEoGTbTNYaHNl3kOveeSOHbr2Oyt79uI264VINBwgvodWfZvL6adI0I01zrNqj+GcvEJxfJogThkNDhmznINXOvCyExQ2HbmHPwl5+6GMfYWF2ksN7plk9s8Sprz/B2uZlPvdHn+XGC3uZnKnh+y7VUgMrDowICXWcyf3YjSm85CncQWi0VK4Cscx5eP08lTWL2kmHOoopS5FailxoevOK1NHUyhrbhnbP1CHNgGAIUdfcUuFiwrE56KXRwV1MRs9ljNckwBBniwyfCsYoaWGMj8JuvYQxYi6Ousr17NTb2Rp9b9+oi91mftMZgHoa1FdH3WoVs4p7Ce2uar3O/J5Fms0qfsnhuZPnyKXCKp+l1x9y+sw57rz7XXzvh7+H//1zj/HVv/sK+2yYXVhASk2WFn1rRO5WwlhlP3OZ2s1d/seVZ5h6bpOLz54hSzIajTKz05P4XhlGHuBuf4swChmGXXKZmVpHYsePmErJ1x98hCfKJR58aBq3UeeeAwvsnW6iF6Z5150nuOOu49x9eYWNTp8Hv/EM5frENrXgTYXWdDodNttDhIBSuUSz1aTeqDM7O83a2gYbaxusrq4ZfaV+HyULRdLdC5HiVRDhX3htO8T614K3hYGiMVa6cH3sUhW30sLLFF4lxks1vueRpRm2ECaNUOVGB1oKpLCNR8F2R6t4s6qzLLAtF88SNBybKTtnXxZTFRkNCyYqHrPTDSZ8n5pt41ox1lCZ0aHgFI2yMkXh8S5iub6F8m0c3yMv+TjlEnaljF0pQblEbmmE9fo6sWVb2I6DVtp4Y6Th5OS5JNeSVEpkrlC5REvDPzH6bMJMH8oQprTUKFvhZ+DmLlLmSFV0OFO8TQgQQoHYUXy5ehSNlfNa9HPDOKAzaJMNLyPjgKzbJx6O6vmoCGH1sKwe2AOU2ECTomQbLfuAxnVd6rUKlUoFr1QC0UWqAE2C40qmZis0mw579ngESUCQrDM13cSpTXDaKyZyKEIicdolTU+ysXEK29/D1OIhhOPQ31pl0LtA0H4S5a2jS5epeIfwrElUtg+HBr4Drq3MhH4V9YjM+rAgbBcDBewQBQp+SFHfvvDjF54SI2kPwnCWCuPF8sAug6wAAtfPEZaDcHwcR2M7JSzhmDRmLUbxgmIocdg2opQe5Zu+kBjrYQa6gn3pkCmXRGnU7gHOchB+HdfPqPgJ52LJha0+h8OAShww6G4hhyntbocgjrBdB6UVaZySD/pYSlKulsl1jlcrI5yWIaJnkjTLmbu4Rj9I8Jc3CKOEONckGuJd42nZL1EuVTh2ww0cPnSUEzedYHqyzmzDI+0McUsOnc4W3a02lXMJg4GRFy85JpwiLGG8W44PtkB4HsK1jSvjqqDJndQUHk2hWnIpNUr4TYFqQeKaitKpNENXjvGWFPOxdEY9QxntFD1yJmAbMu2I32+Mk2B0a8q7uo2PMSQmd3W6Pjsek/Lob1E4sLA7k9F3C4n+giddyOFEmLDQS8DzPFNh2LJIM8X6VpcoSfEqCcNhSK83oC0s1mZnuBhlnF/a5MBhh3LFIQojoqgC4iCI6ZGTToGbsdDoMtvcYu+FgEaaknsurmNTrpYp+2VKniF8ZnlGbwBaq1EChULJUUoyo2lXa4IwIksyBqmm2g/YA3TDiCUlaU6UqFRdmtUyloBDe2axS/XXPbZ/eyAouQ7VsotjVY3qcqlEo1FneqqJLTQV32Hv3gXWVlfZECFZGqNRKClJs9SIGaoiZFsYKS+8ttd3rW8LAyVX2mgxlCfxnCp1XcEZ9JH50wh7g9Z6B9eyIcuQeY6UMSIXoF2E7aEEZFoYQqkMEXaKU9ZMVmdo+DVu0UP250PuiXtUkgQfELNNrNsPIQ4eQExNwP1/DUvLcLJjWFRFVmiAecCLYlwVB44cwlk8yuR33U08scBw7hDC8RCuR6odhM5fd0Epy3VxSj55kpr6IpZACEGqU/I0Jw4T4+qVhgDmOBatqsYWYLkOSkhcgQkbKEWaWli2i1SJmeQVgMC2TKlt17NIbUFu8SoIvkVmyMvl37882u0LXLqQs/L8N8iGEZXgIHGgQFfwyprGdIdgeJ44WmXA0ygrgOz/YGujS5ZLfHea+amj1OrX45QPMznVp1yyGA7aVEqCY8fnmWwK9s7C6bNPsL72CMdu+z6c2gx/96cOPZzR+ZeARRTrKM5x+vT/l3Pn7kfr/5lKbYa091ny3pPEq58ld3JSXzHY0JwvnWHh8FHm9s5y9gxcPt8lXv88+VwNswx9aSgkybYYRTE4FEaHjel4RZGVYhCpsONNMe0ulSJMNFk2MmhqLahMQNDEImXqQN9wmXyHZDBksB4h04xMRSSbPnHoAI1RiMfCzE6h8YrJFLMMr7BjKE2Z7dsEBtgM6/RzSZzvDEl+qcbi4ZvpX+4ity5zeqXLnz/2LPPvuw0x5dG9f5VhZ8jDf/s0rm3RqJXYeOwxHnr8YXLHxfI9bnjncRqtGjMTJSaa00w1jxrPHwJlV5lY2M+jpy8RdQOGSn1L8tyhfYc5cuAI/4//6Z9y0y0n8DxTSuGZR7/B8vPn2GivsbxxgfX1y5xdeYxS2eX7/t4Ps3+yzoFKhmfluCgKJV3lu8iy9cpaWCM4LuzbD2UNqg3X7Z/hzhPXUbnBwdlr8Y3hI1xO2pxqQyQh9AzHGQdsF7wmpAOTxZOdNnaRPxJUS+ujWxBgDIwI4w3xMDUkLMy4VRp1qSY7uicWOA2TJCPLwGkMJas4Todt+gc25E0MefajFJqILzv7VBo1ZvcssnLpMltbbR48dYZhFLNvaq8JqQQJn/d8/nxxgV7FQ4iE6el5psrw1COPsJEeR5V+EfI6JDbUAuyJLT5x4WluVav4eYpT93nHnSdMlicQ9AKCfsjGRkAaD+n3+gRBSJZKslQTh6ae2oBdShCOT2ZZnOxsknc01vIlakLQsgR75ppMT9Y4fst1TE1P8CPf/90k+Jzp2t9RqfurgRBw45GF7WQKMfrQJEoIZsot5EKDv//R7+XIdUd44GsPMegPUFIyGAxZXVklCdskUZsdTd1i0bN7ofT68LYwUDSQC4F2HIQl8BotcDzqM/PYlkN/fQNslzhOiaKQPJKgFIIcWysjfSU0ClMF1FUajcWEX2Gy2mA6h8lE4icaL1E4GQhlI+wSVJvQmgJnRChUYvu+SCBTIGOzqonLHsqv4C8cJFs4QNqcIKlUSYosI6XIkKRavu5bayx/iZI5WiqENL+R5yBzicxGtIHcnJtQmjTVCAtKroNjSXzXxbItrJEgj2UJhBgxHyyTbqa16ey2JfBKNgJNmuQo+WoNldeGTneTlVVJbzhARhnRoE+eukivQqI6DIJH6A03CaMeoRMinJx6SWLZgma9gefXiDKfKPPwM59a6wDlqsvldh/XgmZlDt+BIM4I4jWG0TOcOXWYnA5RuIUZgQuiaA/zsNpIuYXWgtXLX6Vcm0GLDWx3gF3KQEqyWKOyTfLU4dmTD7K6ts76co/OxgW0PAd6kVcyUL4VhSZ5keJbeCxeKJhWvIq21yMPysiz4pagVB5tdklGIdRmqwxOjSTxyMM1BsEWJT/CcQT9gUDp3Xo/hUdn9wqr+L9wE1coPGeOq/F8iWXt9AUhBJbtUKqWmJht0GpWaFRcNlYvc8bLsJOMoB/y/KWL+J7LRKu+/VNKOFiuy+TKBGlURYcuvucxKK1vn1tvc5U07I36s+GhFV12cqLJ/NwMd9x6MzccvZ561SMN+5x95hLdrS2eP/k0/c1NMhUh7BzHEwwHCbnMWN3cgiSkJraYrk1ykMuY2b1hjCNhJPavBrYFsy2HRtnCUx57ZqvU95WptTw8z6Li2Pi52c8RUCsMFNsM7o5l+KF5DrpuMnxKE5BZkBXPqAZnAuwJyEYJXNob3aKCJ+2wU7FgZJPrfPT9IpqyZ9f2giRbaBq2MN4TH5P1s5vi9CKQuSKJM4JhyKA/JE4z4ixjI+gjlSJQGXNJzP7hkCeylMuYpAjXhVRmZEqC4488VTHWkSH20T6X5m3cRhVFhZZl8V2egzXiIiog14o4TQnDhCgwrzSWhKmiq83THrOzFMhkjlaCXClyk4647UgSvSFDmaOfX6HVHhJHErtcR9f2vQoP2ncGRg7/ZZTybIGwBIcP7sHzXMqOIIoilFLEUUy73WF9fYX19RU2N9YYDPr0uyF5tsuLLgwP1HUdbOfV1+GBt4mBIoUgtQTC9hBCUC2VqOSSimMTTW2RJxn++hppBnJrnTgyarFCKErl3LDxLaMZK9MURwtcXPZVm8xPzLA/8ZgbWtiBQEemIruVOtiqDJVpmNgDugaJZxhpIx5jink+o8AIJa0daBDXppg9fhfsOUR3Zo7YLjNQEjINIkcJm0AmqNeZZ6zynDzR6DzdDqgrBVlepCBjzlOOYu0WBIFEakWp6uM6FnUrx/EdnJJLppRR4BXakGVtG8sqDBSB7QiqDRddc+i2Q7JEIV+GBPftwqWl52kPoOSCkBZhex3LalKuHaKfn2dp9ets9T0GkYOsglcuMzfpU6oI9u/ZS25X2AhKiGEJhmWuO3YnvlvnzKN/jp1tMVc7Rqo1K5sh6+1TbPa+wGNfFKytzoF+DjPaHsQsCZ/HjMBVYB2lLnPq5P8TrzzB/lsO4tZD/NQm62mSLYkJ5i/zxb/KEFYFFTxliqeQAbdjAvhXg8IwKBiKIzbftmel2Kfgf+wOBxUphIVhUYdSDZpVqDgoLenkDWr47F+cxQ0TtD9g6/RDdDeWOXqkR7UW8+yzGXFchHH80avDTrip4BtlFBlFJjYQAgOqVUmzGeM4uzk25rRqE1VqFZ/rTs5w46UmZ09+k9PPZAQbHeI4pT1I8CtlGpMtqpUalVINoW0c26XSsqhVXdZEispz0ig2MgNaE+YxQZqAynBdx5B0R4Pr0cMH+PC97+Wee97LTTcdIxgknD/1JH/wmc/S2dpg0F2jWvaYbFZxSopG06ffV0Rhwsmz57low5nN57nFijn43x0DcSPQQAoLaTkv0Ht5aXiO4IbFEvP7Ssy9r0nZmaTmVGlSwsem6jiUXHB9KFswN7Vza0Mfogj6MaYy9UEQHvj7zXiULBvNJZVCZT/4zZF3IIG8NjpOgx16QWHvjmxNucYO7akF3LWra62PuuHWqBvuN12LCYy8voOZ7V8ikhlHKZ2tARvrW2ysb5BlGYmSnOmtby9n3t/v8D8uLfMbwZDLQuE7Gt8VJDonIQdvVGa5HOPcs477fav8TV7Hpo50HK7Pc97d6WGFMXESESYZQZbRHUR0ukO6W0PCICIMU7q55BI7kfuCwRUm4a5SJgbJ6NXpRdCLeGy5g2dZHG/VmNuzl3f9/UXsqxTqezMhgDtvP8adtx9Df9/7eOFC8tEnz/LwE8/x1a98nTOnz/LUN58iHwxMhxIW2D5+pUKjUccvvTYBmLd+K10F8jwnCIORIJvRNxEarHIVV8HE3sMIt0IUpeRKkySJkVdH41qGl6J1jrY0uuTjWg6u7RDLlI1Bh1ODLZaHXc6lEl+N1ASVxaT0YLmNHmYEz28gl3q4icJWxQLCJabEoNYkqNYZ3nAMuWcesfdmmJwhtDxSLYhlBsLI3WthkWbxVZUMeDmoXKESkLE20vkjo0QV84UA4ZiX77s4roNXLWN7Hrk0XpY0ThBRhuWkCM/G8QRpnJK6GWJUUC1LE5IwJgliLKGxhMaxBcKziEcy7N9JaGVejmOhLUFKgsr6BJ1LuJUSpdZBnHyAyEKGnRC7L5Bz86gkIwsuECrJQHUJogdZvXQS4nUq1Tk217r0meBrX4cou8Ra7342eyfZ6mcEwWOgS5jhXGIm4iItvIpJOF8ZbR+glCBJuuRZRNapIONCE8aEPXS6aSYsFfNqCWVmLjIWsd6e/AsirPl0V2uxE0GHwoevVEYUD5ByVEeoXzOVelUh0hSQ9gVL2SYyS0nCkLgLsJ8EU2RTudoYwhlsq1nhsxMXKBiWxcycAF1q5ZxmLSXOYTDwkHIn9iF8GxbqEGXQDpisl9nfbHAxGxLnAum44Ck8L6Fe81mcm2JiYpJWq0kSxigpUUmfIFUMwgG2ZVHyfQbDkH4/4FJ3wFYQstIfMswzNJpGvcb1hw/w7rvu4J4PvJeZySZRv8v68irddpdGSeNNVJhtLGILgWsL2qsdVlf6LHVjgjSje/ocDdfiuE4YbvTg4jmol6HmM2xv0lnvI7OrW4A4ts9842am6jbSjQgsCMQGy6RkOuXsYMh6BHrklAovm6a2PAgiCGJIlfGS4pv94kchXwf5LEZZdhWSmyFfBL3H6CXhjW7RCiakM4sxVioYR2FsvoeNST2ujW51wI740xDzONRH3y2MEnv0WZEF/CKI4j6dzjLDwQZR2MVScjuYWvToJArpra+RxLcDt1DyTlMtrdOolomSkiHg2AJsgSz76EYdN4jxs4yPDCMOZrnRbEqUEfuMM/qDkI3NDpvrbTb7IVGSEWSSwci7pkevogBEQaR+pbuZa8VKmGDFyRUqWm9l7KYZmH+vtKoX56e4Q8Bss8TW1m2cfv676PeHdNtbhhNqO9TrdVoTTUpWUV7x1eFtYaBkeUYQ7BgojuNgWRaVUhXX9pnYA8IpEQQBYRgw6PcQuSm57lojgqfOEZZGlH08x8N1Tc2OcJCQba7jBn1EpigrI8K2oG0O5S4sb6GX1ll7fp30cm97DesDGhdJg05tH4OZRTj2HsTB/SR7TkC5Qiock/6cjzgnYiT5lhkRtNcDnStkosgj/a21fUbuVeGYGi7lpofne3jVEpblkknIUkk8NMXktBD4jTKlqkMap2Reiucpkw+fJsRhTNSLcVwjCOd6DrYlSMR33kApRgzbNczAVCQkWUoYhEwsHKbUOowTPI8IAwadEKFsZDSHSiVp2GQY9diM2sjlU2i6uAxpTBxmY20vpHW+GmiC6BKrnT8is1bIrZQ8fBwzQhcoPAVgRuQ5jHDEABiitSaOu+RJStqtjPziI+UsGpBd5rVkMBV+kyJMYgZQgVnOFpkyxQ0o/hay9VDMFEpFxEkb480QMGjCoDK6xhTYJCVleTlhhwE5DRwg1gmaDO32TJXLrPhNxU72UGGcFCzxcHTsdWoVwd5Zm+eXBZ2Bh9ydzug5xkDpRYgwZrJW4UCrycpmTiY10vHQKDwf6nWfxblp5hZmmZmdore1RRwFBP0ucRzTXd+iXC4xMz/NZqfLpcubPL60wXLvSjGOZr3GHbfexLvvegf33PMe1i5doLO+zvrS8/Q6XZplaJUqlMtTZElGHCbEoWL18oClIKGfp1zonWPCdZidbjLc7MOF8+jFKtot7xgoV1nWwbF85uo306hqNjlLxJBQb7DGJm3d4/wwM+mvtrk1QReEb1KKgxgGxS0b2awyguGjoM8Dj2C6bg+SUUTPb5rv42O65GV2ErsamC7bZScTpwIcYsdAiUfdozBQFjDdsZDWLnjRNQzZ9iUQxwM63WUGg02icIitdnrP9j5hSHt9jTT+EMK6kZL/21RKHZrVMgFlRO6gLYyBUioha3XyXOFJxUeHIQtJRhLnpg5VBmGU0uuHrG90WV9rszmIiKViwJWVi2HHtipGgVca5pSGtTjBi9NXHBO11tvSGW9lzM+0mJ9p8Y4TR1BKc2EzpDsIef7MOZRUWLZFs9VkamqCbz50PxfPPvOqf+NtYaC4wqbqeCht5NLTICbPci5v9UnCmMH6Br2NVdbOPsfSuZOsXDhFSdt4wmbPwhwl38N2XVM8sO7RTxPCqM/axjrDwQAvSRAyQ2i5I9y9tEQ1CkempSZud1Hs5CpMAnPNCY4snKB5021Ujxwjvf4Y+eQkA3sCrWyjgyEsSr5jUoAtyxTgS5zXnYpm2mIUj4YrF+aWSTt0HPMSSLTO0MqUCFBKGh0VbJMlMtKIUUoTxQMct4SmTxR06a2tkKd95CgxSghIRmkQb8TzNTdzhPnFaSqtEnEc8/wzj5LEZvjotBWnn4XNtYB+r0Ma5likPHvyFFJGrPYeJ5MxuUzROgY0504/j+uG9Ls1UJo0/S/gDKF6Czq2yMPBKANoV2NSZie9dwszbLkIsZ+5/bfilsvELCHzEHSH7RigM4ew9qMzC3QXEy66eg9KYQbsfr+zvoMdefnCo1L46AuSgEnJsKwMz/XJ5SR5vsgON6TIBJobvQ9G555giK5N+msdnA5U6xVkSTKM41HhwMJM96GUgpvjlSNcW1J3I1wyfOkRp/DcJUEQNUe/uxOrzqOIwfNnKec2JSnY3/Sw9zb46+dPc2plnVRFKC1RecZ6tMFGR9JoeNTrHnkSIfOM4TAlyxSDOEHYNu7pUUpxlNCNdlZ0xmng0ipVObpnjnBtlb/6zB+wcv48nbV1ur02aZaSCUiynHYnohclrPUD2u0+vTAgkjvugErN58Sdh9h/60FY3MtmItg8vcrq8ia9rQ7yKrK0ABxKLHInOl/n68O/JHdjZCmlLxJCclxfG49uFRINugndCNb7MDwJwRmgYXRHSnPsGBATwPsouLsmBDMBWZFZo0ddJB7d6gY74Z3WqCvdNvo7B1SNzIjyRvueYCcWIjDVUwvPSnV0q18GzabH/gNVSm6Jfi+htJbTizXtiG2C6bDb5dJzzzH8noPwwxZidYjbh/n5adLuJGLZgTsz+PEEZzbE7Qz4h70eN0UxlSAmyiR5AoNBxPraJqeePcvp585xvtOnGydkSm3zfF/4VBaO6O8Ezp07x0/8xE/gXaWY31sBWmuCRJLlOcEwMBEAIfBcF8/zOHJoP3MzU6/6uG8LA0VojaUw6bJakUUJSZzQ3mgTDIZsLF1msLnG+soqK2urrG6uUhNlyrbP9NSkiQc6gBBI2yFUIe0kYKW7QafbfvEf7ffN60XgY5z811WqVBcW8Q4eoXnDMbK5fVCpkWChpcLTOcIyk7rQ5jpUEpPH4ev3oBRtMyJV692L6RFHUlhgWZj6Q1KgRmEvrTRKy1HaqRqFhEbBhCwiSQIsyzDdk2EfrUfqot/y6995lP0mjeo85UYV2wmx7ApChEBGFEo21jK6WznhUCKEB5bHxvomUgf0kw5mtN6ZLLqbW+zwJfok6VmccpVyZRadNEE3MEZIIdBm9E92jIJw9FpAiDqV+gJexSfsXETJDCNYNmopUQa7gZBToB1Agk5H7fkyBLZdePGWfqHTuSAGFOTYwlGugBghFLbjoXWVnEl2Iu0Fb6XCzpCcs5MZVCYJAtI4Z2rCx7EzQjtEo0BotLbQ2gU3hZLCrSV4bk7Vi/G0ppo5rHctOqGFY7fwvYYRfiuuTeakvT6u8EB7lBxNvSQIwgEbvQ7prvsWxiFhL6NcVvilkZSA1gSBIYMWWsbF64VPl0DgYuFbNlXfYbC1xfrZc6yev0hnYwNFbsJw1RJBnHH+4hZbUcLlYYjSGo1ZHAlM9dh6rczeo4tM7Jkl8Wv0e5qN9QHtrS7dThd5lZW7LVzq7CNWkk7cQRKDL7elsSwHXA3VMngCGh5ECtIU0jXIzgBzIOrgV9lJP6mBmDAGDQ3zHs9w0cjZydxpjbb5o9tfRO4sc9xixSYAEZl0Zm1jHGxFRnmMqdMzxHhsihDSywxxpZJDq1Uiiz1sy2HYk+S53vGiWBYySxl2u1jfvUHllkn4qwjdUzQaNeqyai5mQcP3pJQ2EhrdiHeEEe+IYzpJSpppslgTDCK2NjusXt7g0oVV1tnJLSxGghfDd2qU63a7fO5zn/sOHf3NQemjH/2/roHS3WjT+cYTOwMFxqIjjUnbG5z8+pfpd5bYWjtJlphym+X6LPVyE1FroXyfHM1gOGTrwvN0wx7doEuavjaWZ4rFGh4T0/MM3nE7g+sPU1mYQ7o2SqXYkVndDYIBWRKTDAeEwwHBYMDjD/0pKxdPsXrp3OtqE88Gzwe/4iEswSBK0QosHGSuyBJJmhqPfESOZUmqEwGOZ+NXPaOe62ssx8Z2XMr1Eq7v0e6v0R12sOQa3Y022gpHxeVe1+m+Zpw6eYoL589zw12HqLUm+MDf/3HWl5d56It/RhQskyZtZH4UxAnq80ewnRL91XVk3kDwE2ieBr6464hbmBG6jjE6/hwZZwQbLtWZe2kd+Dm6F/6EpH8KOI8ZqfdhRt9CDloBmyjVZfnsGsJyyXFRygbrOuNFUauQn0TLi1QnfwLHvwHf3UuerNBe/S+YZetrgdEcEcLFdX20ssnywrAYcqWVCq4n0bpEFM2gdYUiC2lU7pkdz4vAzFSSouZPkeahpU132cLzHfYd1GBbSOHSD3P60QCtjLpJwxc4js1mUkNGEr0R4y8eYOGmG7np6BH2zc0waz1N4ft3KlWax27C21xCnP0m//mBL/OZv3mE850+2QvICymSLop+bGxAQ7ra6Zq7iYwv1lUFmoqXsrl2gf/t//N/IKUmzyR6ZOjs3b9ApVLBUR5hFhPGmslag8MH9zEMY8Io4dLmJlorfuzeW7jx+BG+7598gq3NDv/1T5+kWqpT8ar88efv5++eeIb1dvcq76eZ7T03YWZqP7G1RWRvYqHxtKbvGIMkl4ZrshVCMADRHS1OpsxL1EBXzTrDvcHI3PgzEKcQF0lVOTtxFAl2FfxbjJ6K1iYSqSKwZ0a7rFNwnNFDU99n5FgzoZ0qxtAJMdL5IcaD0sY8Xi4vaYd7rk+j0qJLG53GDIcpSQBHhaBSLTO7OM/RQ3u47vrDHOgNSR47ycWnn+Ncp8uBQ4dIqzOIMxoRBdiX1vjhrQ0+3OvQCge005R+NyIYJlw8t8Hly2s8ffJZtsKIYjnqs1Ma82phnrwrWV5jvD68LQwUmUuyKEaP6EfCttFo8jQhiQK6G2sM+muEwy0EFpaw8EslytUKjudhOTaWMusqmWfkSUIax685k6ZIkElsm7jkEQrNUCbkSYKUmnQ4JEtTEx+PIoJul2G/x7Df4/yzJ1lZevWxuhfCEqZWhG0JhC2wvVEIpnhy1A7BFK2NWJ2Uo1VNDkIjLJNObNv2NmEqjkO0jhFZRJIMcX2BlpbxukjjfXkjEYYhcRrTHfQR5TJTexepBJlJNVUJKk1AVBD2XvbsPY5X8nlmo4PMHARHMQbJyHuBpsjCcZgChuRsoXWKzly0SswKX+zOhtmN3e+N9HMSjViB9gQ7wfzRfjoAnYDIRmUGGggxZIez8XIoQjTF7+72kJicUDEqR2BES7UhNu/K2hGi2NdFqUJ0rvCaFIZJkVtaHLswUIr0DeP3z5McCxshFMIG7QgcqfCUKV5iaY3IPVM3K8nJ45w8jvFsi9pUg/p0i9p0C7vvbDu0hO3gVlvYwTp4Cethj+fWNrfVUyxM0bJy2UfmOXGckOkX4Vy9VAsKC1tYlKslfMdmumQZPYzIcK+UhlLJp1TyaM3MUK/V8K0SSZSgFTQaFebmJ+l0+nT7Q1KZk8uMGw7v4eihPTRnptjqhqys9Nk3X2Gq4dMeDFha27i6E9y+tx6OVabhTSJ0TEIHtDTlOizILaOBkkkjcy9Tk1osRnL2ogZWzRQjFRbYDbBKICrsZH8XjM9dXUB44NSNTEJeGBZDdgSJC1n8jdHf3enDhQtCsJ0tuO0x6Y/2H4WGXgxaCWQuSCKIQk2emfu9MNnEnWjiHd5PvmeO3swUU1nG9PoWp7e6DAYBlWqFilNGHE6pNyNm+wMODYYcHAYMo4goTel1+vR7Iaur62ysb9Jtd8mEwLNtUqUMB4Q3bd01xghvCwPFr/jUZiaMv9OysQTkWcZzTyyzvrLKxuolsrQDgGtX8ewac7MzTE1OUCm7ZipIc8pVl+biHJfXgTSln0Uk6tWrmxau8zjssL5yEZmGdNcvsrnaJhxGdNtd4iim3+mQJAnhMCBPE7I0Ydh/bWWpvwXaRiubYJCZ+kQV87DFvcwM4LkZwEZNhm0LSlWB44ElEpQSoGy0tFDCJgkkaSSJZWx4MpnCFhYLB5pkmSZLFIN2SBK8viKHrwVKaU4vr1NJLMR0hUFWjLwjeLN4tev51D/5APOzJX7upx5jLXbRHMeMrtOYUTMC3oPFjczyURSXWKOEpgrsIVh/jnDz/4WSz2OYgoUAxLnR/xkvDgmyWJutcqVvOyfc+m2gjBCHTXhHn8YE8Y+8xPFszDK14JsUhk95tM2QrJM0wbEtqmUH2zbeC4lRnhWOj1Iew84cSlYwrCmXHfnPQszNZod8UHhiimyjYkaTQJ00ybl4tgvlFNGMaHmSvWWJb2mEFpxf2ksUg+LMiItziqpXZbF+lPXL51lf2eIdsyETpeI6R6JuUzNw2zSt6TJ7MLzNCEHNqjHZaPCuu25iY22Dk08+xVBKwqu0UFpenWapxl3vOcHUdJPGRA0FJJnC1gpXK/YszDA12WLP3By1apWZySkc28IWCssGx9Gcf/4iyxdXeOiRUwRBxD0fvIfJmQYb50+xfm6J/uplpm+5njs+cAeT/7//86rO7YX3u0KDGzjOJSy6rNPLEnpSETsgBSQDE9aJA+PNKAcwrAEHwZkHtwr1kgklW57pNd1klP1TaJlosEbVi1XDjA2+B9FZSB4d3fZ81JVdTNgmYKfSQ6EUWxBio9H/FQzHJR0d4+sYgu5HMATbF0G/E3Hx+TbPnu6wutbFzjVTE01+8L//+5zfv4ffuf0EFhpfST7wtw9y41PP8dyzl8iU4kMTk0werCF+ZpV3t1f4v5+/gOz1WRsGRFFIFEY88egpNrf6nLqwhpXlNID5UplSuczfDQZsZemrNk6KhekY3z68LQwUjUZZoIQJ8Ngasjyn2+3R7/WQMhrViQHbdvD9Eq7r4LgWAsO7EEKaLB7XoVapMNFsEvclSfxaDBSDKAhYXVomHgzpVWt0232SKGHYH5KmKcPBgDzLSOIEledImaO/TcxSJTV5qpBao0eraC1HWaPFT4xSj7U0kulpJMkzhbAUWgmU1FiWxrKUSdcTkMrEuOxHVZBdVyAzTZYptHyTWOdakw9TYitic7VN3OmjdUHwNIRNDbR7Pq5Xw/OPUvJz4mSAGTVdzEhaxfZvwvNuYX66QZ432Vi+HqksYIHmRI3GZIWNlU2i4dbox0vATZgROsUYLh12CKWF5kdj9L7NzrqsjDEIrgfRAmsWoQO0GmAMkJdC4eUoUBgohd+8T+Hh0NpCyhIaC401CkAJhC6hlY9WBcHAHh2nbpbOuCMywW7eym4vTXEeBQ/HBhRSmtCqiDRp7hC7GVLkCBR5tmZ4OGxifP0ZyXCTztJp0nwNTYWsWYXSC4YlS4OjmG5VOLIwiUg0ITYH5vYxOdniyKF9VH2H3uY6q90eyWDwsqvf6ckmszMTHJk/wPzkNMdvv5HmRJ1y3UNJSTwMjGBQltOql6lWfGolh4pnGdVly3golZKkSYZjC2q1Mkf3L5DlksmFGbySzdLFJYJun1rZp+w5eJapOv3qYAIHLg0muY6QhGnWCPUaoexhJaBTiNchiSBtQ9wx6caqCk7VGBm2A+mmedYzYcI2tj9qI2Gy7wQgw9FnodkntSDfwEQzC7G2bNTNCqdgzo40fm1Xd7FGBo8C1R3tUwOxD6yEl5W6HwYxa2ttemFCJGHvzASzM5OU6jUqwmL68gbIHCfPYKtLGIREWUaujcRCQ6W81+5wfdpGbLXRaYbMJf3ukH5/wMZmj05vSJ6kxiR3bBzbHhXCFFdlnAigbPyUhNdM8vC1hbeFgZJrRSZTMi3INTi5Jgkizp+7yOblSyjVo6A6lcolGo0mpZKLY2vITX0BC4mwwcJmcmqSWqvF8EzKIA5f83ltrq7T6TxIueTj+962eqTQhiOTS2n0SIRA2GbgE1cpgf1KSBNFmuwyGIbfuo+WhXEy+k74Wjg3rz499tsODaxFpO0OzwbfRKc9TH5hDZgAbZOnAX9zv6TRqFKr/ghqcpnLq3+F1pfZoTU38af+O+pTd3LHfRbRIOLU//7fG7V2alx/yzu5/btP8Def/TjnTl3EjMzTwKfM7+ACD2OWiGcx4aPa6HU7xnD5KsZ4GY5+cw+W+2+wnBO4foaSy8S9/8ork2QLX3qxbC30V4oQUgQMkcojjKfYmV0KufkKO+GbYtKsA3sLlxrkEagd8TKDwjgq0piL7xZy+hOQhui2R5+cPhmGfBAAX4HtKL855saF02xePAOA47rcfeDHobl/1z4p6Bh0yPHD06TvOcE31yQRPh/8yD20JptUmyWWlpaplQSPPHGK3jODogTli+LWE9fxfd/7XXzwnvdz7PrrEM3FUcXhCBkMSJbPEw0Sgl5IZ2uVYNjDivtIFbMVGFJsliZEScwgHJpMBdfhvXfdTL1eo3njXtrtDt984CRCCw7sXaDl+zAMr6rG0pWwgAplmhzm+6iySAkX1NeRWY+gDVEfOt+EuA3BORgOoL0J5duhdiOUvVEizSOmwjHz4LagsjgSvrahUjZKtL2LkI0E1HIbeiXgaeAB0zWYHp1WFaNPKDEelKKGT59tGXvhgz9vbl98BtP1psD6PlPk2nqGF6+HCayvt3lis01PgbJtbnzHMRYX5lClMvWVLT7w+QexVI6jM6w0YZAmhLlECotwELJvs8tvPn+Oy5eWeebMWeq1BuVylaULa6ytbvLcxTXiOKUEVByHRrlE6riEiJesCLZbg6Uw1edxsBGcu4KyPca3C28PAyXLSQYBynLQlk0ep0T9Ad2NdQbtTbQugqDgei6VagXbc8GyyDJAaYTWCCxs4aBt43EQlsdObZNXD61yZBohHYvcsbEsG2HyZHb4MrvH+DFeG4RFefEoTnUWe+IGsn5K0JkAdRn0OZDPoNM2l86ElPwpOlst4ngTrb+KGV07GN9zn2z4e4T6AZ58tEya9JHygdGPeKxeWuaJh07SaxeakmAM31MYVuABzCR/GONN8TEKVy3gFoxBcwBjnPQxI/4sQu5B6BKuW8XColL+HqruBkZp9mUvnJ2U4cIoKZzM3uh3KxhvTLFfIYdfhG92Z+sIc97aM8peuvi8IBAU7jeJCWst7WqHgryg2KkcV+xbVLkOeTG/RpGxptULn7MU2ADZh1AzNznJsWMaPakY5g6eAJkkhAMFUjPZbDLdqjPXrLIWxoTZzvEsbBbnZ7jznce5885bedfd72BmfgbHFhD20AjyLCCPAuJhQDQICXoBeZqBhlxKdGrK0SulkUqSy9zcr1KJWrVMrexQdiTJxWWGm216mz2q1RqNPQ3SXLG23iZOXlsIVIw0a6riIAv63aSOxURpinpliY1sQJB36MWKXt/U1preB96EUZhVGqQEfxYcCc6UIQ+nl0aLFAXpBEjPcE1EDhNzpgsMJOhZ4DiUj4O3hx1V2BnIYwh67Ni/o4if45taQH4f1ADiJUyXG4WVpByFl14CkYa2AscrU/J8Lq33aYc5T1zuEUYxaysbeFpR1pLDczNMTUwx12iTZjnd1Q18ndOqWgzXO8S9iLifonWbi8vrrG916eZyJBUInlJspSkyV+QiJXyJDCv9gv810ENt5/ON8e3H28NASVICOcDySliuRzocEHS7bK1cpr+1Znygoy7k+T7Veg3H8xC2TaY0Umq01NgWeK4DlmVcfVahG/FCxYmrhJboPEJJD6VKxugRYpRtNLZLvl0Qtk390G34Uwfw67cSrjoEZ+8C/VegHwa5hZZw/uRfYkbJuzGT+Td44X3N+r9J1rd4YGWGIhunGJountnDxTMLmJSE4nshxmtyBLO8bADHMJNroWI1g6ljX3hTinzLBWDC8IGEhZfX8e0JatUDNPzHeGkDpeg5hfhZYVwMRp8XXJJCcGKSFye+MjrPIu/TAuJRrmnhJYEdFmVBWJDAMxiPyHcSCVpfRmddGGoWZmdo3DpFbQP6saYX5yRBQBjZqFQyNTHB/GSTznSD/qrcNlAEAhuXw/v28T98/Ac5etMxjt58IwQDdBxBfx2d5iTDAUmS0B90CXohg60+CgVCkGXGSzvoR6iRxoNtCRzLpl6tMjnRpO5JHJ3ROXORweoWndUu7mKZZnOCJJUsLa8Txa8tM1BrEx+pcZQa+5lwWwTuQZr1r7Asl1iSA7I4Je9CaRZa14E1azLZu8qYluV9JovHr0O4CltPs60igASrDnnbGDizNxuTPeyA2gPqTqjeDfWjbHcNqwRRD8KVXbbsSLrDLYPrQrljQkTiLNviyyoxoWb9Mk0RYjIMF0s1qqUqZ5baxPka57tt8pFBW8E8bYuzc0zNzLN3oks4GLK1dBkZDKj5gm63T9wN6fRC+oOI5y5dZisIKQQGhmDC6knKjlTA1UEBW+N8ne8o3hYGiqtDGvkKQtuQWZRlRtVP+d57jpEm+0DdRDHJVKtNKpU6vmdj2wKZZdvKfZYQWFYx2AtqMzWCsFBQeC0RRjMR2K6HbRt12wLFb4K4om5Ulh5GvUQRm7m5uZ0jOw7f/d3fTRAEL7rv2wWOY+SSCywuLvLRj370ilIAwrIozS5g+x6Wu4asWYQ1jVYzoD/6wiNivBr56O+LJ50aQwbMMF3sU0z4B9lRR/AwWt9ljEExYiBTBRbZ0Qx/kh1OTIYZDM8DvgnZC4HnuFhC4FpQb+34voUQ3HXXXRw7dmz0SaG9UoR5dodciu072Tw7lYt3c0h280iKzwuF2+wFxytSp3c/Bzfw8jyZVw/LspicnNx+v7kZ8ud/fhIrjyFOyUJNFmkG8ShjRY5WskIhlU3u1mgdvIEbW3MsRAnxLgNFYDE3M8m51YCt5AzPnN+EbLSUz3O00sgsQ0pJkpmK31kiR35OjTU0k1eWFVwDjRBgCcmluIe/FuFZhumTxBlh6GPvu56wUubptQjLTkEIrjt+K9WpPVdcd6vVukJW/Pbbb2f/fhPmajQa/O3f/i2VSokdA1GRsUFOTjs5TJjOsTi8jpYjWTxkUoi9DMQWiCEk1ujOjWIQtmuid3F55MEFrNhk+MmS4dfUl0wvDkeyPboBpQ1wE7a7jrBBZhD2RwZKkREkwcmNF9qxRiGeIxipn1FXFH3BfD6/fc2NRoOPfOQj5KMQWNFDK14Jz3FRSpJrxU1pYgxEdolizs4SNuo03lGimme4ZY/Md1kq10itJsqfopzm2JnkpuMBcZZvhwBfGMD8TqNWq2HvKtJ30003MT09/TLfeHvgwIEDr+l7Qr/eoi9vAvr9Ps1mk1/8xV/E919blcQxxhhjjDHGGOONRZIk/Pqv/zq9Xo9G42WY0ryy2MIYY4wxxhhjjDHGG45rMsRTOH2S5LXFc8cYY4wxxhhjjDcexbx9NcGbazLEs7S0xL59+97s0xhjjDHGGGOMMV4DLl26xN69e192n2vSQFFK8eyzz3L8+HEuXbr0inGsMV4f+v0++/btG7f1dxjjdn7jMG7rNwbjdn7jcK20tdaawWDA4uLiFYkjL4ZrMsRjWRZ79hgmfKPReEvfjLcTxm39xmDczm8cxm39xmDczm8croW2bjavLgNwTJIdY4wxxhhjjDHechgbKGOMMcYYY4wxxlsO16yB4vs+v/IrvzLWQXkDMG7rNwbjdn7jMG7rNwbjdn7j8HZs62uSJDvGGGOMMcYYY7y9cc16UMYYY4wxxhhjjLcvxgbKGGOMMcYYY4zxlsPYQBljjDHGGGOMMd5yGBsoY4wxxhhjjDHGWw7XrIHyW7/1Wxw8eJBSqcRdd93FN77xjTf7lK5p/Oqv/ipCiCtex44d294exzGf/OQnmZqaolar8SM/8iOsra29iWd8beArX/kKH/3oR1lcXEQIwec+97krtmut+eVf/mUWFhYol8vcd999PPfcc1fs0263+fjHP06j0aDVavGTP/mTDIfDN/Aqrg28Ulv/o3/0j76lj3/4wx++Yp9xW78yfu3Xfo13vetd1Ot1Zmdn+cEf/EGeffbZK/a5mvHi4sWLfP/3fz+VSoXZ2Vl+4Rd+gTzP38hLeUvjatr5nnvu+ZY+/TM/8zNX7HMtt/M1aaD8/u//Pv/iX/wLfuVXfoVHH32UW2+9lQ996EOsr6+/2ad2TeOmm25iZWVl+/XVr351e9s//+f/nD/90z/ls5/9LPfffz+XL1/mh3/4h9/Es702EAQBt956K7/1W7/1ott/4zd+g9/8zd/kd37nd3jooYeoVqt86EMfIo7j7X0+/vGP8/TTT/P5z3+eP/uzP+MrX/kKP/3TP/1GXcI1g1dqa4APf/jDV/Tx3/3d371i+7itXxn3338/n/zkJ3nwwQf5/Oc/T5ZlfPCDHyQIgu19Xmm8kFLy/d///aRpyte//nX+83/+z3z605/ml3/5l9+MS3pL4mraGeCnfuqnrujTv/Ebv7G97ZpvZ30N4s4779Sf/OQnt99LKfXi4qL+tV/7tTfxrK5t/Mqv/Iq+9dZbX3Rbt9vVruvqz372s9ufPfPMMxrQDzzwwBt0htc+AP1Hf/RH2++VUnp+fl7/+3//77c/63a72vd9/bu/+7taa61PnjypAf13f/d32/v85V/+pRZC6OXl5Tfs3K81vLCttdb6E5/4hP6BH/iBl/zOuK1fG9bX1zWg77//fq311Y0Xf/EXf6Ety9Krq6vb+/z2b/+2bjQaOkmSN/YCrhG8sJ211vr973+//qf/9J++5Heu9Xa+5jwoaZryyCOPcN99921/ZlkW9913Hw888MCbeGbXPp577jkWFxc5fPgwH//4x7l48SIAjzzyCFmWXdHmx44dY//+/eM2fx04d+4cq6urV7Rrs9nkrrvu2m7XBx54gFarxR133LG9z3333YdlWTz00ENv+Dlf6/jyl7/M7OwsN9xwAz/7sz/L1tbW9rZxW7829Ho9ACYnJ4GrGy8eeOABbr75Zubm5rb3+dCHPkS/3+fpp59+A8/+2sEL27nAZz7zGaanpzlx4gS/9Eu/RBiG29uu9Xa+5ooFbm5uIqW8osEB5ubmOHXq1Jt0Vtc+7rrrLj796U9zww03sLKywr/9t/+W9773vTz11FOsrq7ieR6tVuuK78zNzbG6uvrmnPDbAEXbvVhfLratrq4yOzt7xXbHcZicnBy3/avEhz/8YX74h3+YQ4cOcfbsWf71v/7XfOQjH+GBBx7Atu1xW78GKKX4Z//sn/Ge97yHEydOAFzVeLG6uvqi/b7YNsaVeLF2BvjxH/9xDhw4wOLiIk888QT/6l/9K5599ln+8A//ELj22/maM1DG+M7gIx/5yPb/t9xyC3fddRcHDhzgD/7gDyiXy2/imY0xxrcHP/ZjP7b9/80338wtt9zCkSNH+PKXv8y99977Jp7ZtYtPfvKTPPXUU1fw1cb49uOl2nk3P+rmm29mYWGBe++9l7Nnz3LkyJE3+jS/7bjmQjzT09PYtv0tjPC1tTXm5+ffpLN6+6HVanH99ddz5swZ5ufnSdOUbrd7xT7jNn99KNru5fry/Pz8t5C/8zyn3W6P2/514vDhw0xPT3PmzBlg3NavFp/61Kf4sz/7M770pS+xd+/e7c+vZryYn59/0X5fbBtjBy/Vzi+Gu+66C+CKPn0tt/M1Z6B4nsc73/lOvvCFL2x/ppTiC1/4AnffffebeGZvLwyHQ86ePcvCwgLvfOc7cV33ijZ/9tlnuXjx4rjNXwcOHTrE/Pz8Fe3a7/d56KGHttv17rvvptvt8sgjj2zv88UvfhGl1PZgNMZrw9LSEltbWywsLADjtr5aaK351Kc+xR/90R/xxS9+kUOHDl2x/WrGi7vvvpsnn3zyCoPw85//PI1Gg+PHj78xF/IWxyu184vh8ccfB7iiT1/T7fxms3RfC37v935P+76vP/3pT+uTJ0/qn/7pn9atVusKpvIYrw4///M/r7/85S/rc+fO6a997Wv6vvvu09PT03p9fV1rrfXP/MzP6P379+svfvGL+uGHH9Z33323vvvuu9/ks37rYzAY6Mcee0w/9thjGtD/4T/8B/3YY4/pCxcuaK21/vVf/3XdarX0H//xH+snnnhC/8AP/IA+dOiQjqJo+xgf/vCH9e23364feugh/dWvflVfd911+mMf+9ibdUlvWbxcWw8GA/0v/+W/1A888IA+d+6c/m//7b/pd7zjHfq6667TcRxvH2Pc1q+Mn/3Zn9XNZlN/+ctf1isrK9uvMAy393ml8SLPc33ixAn9wQ9+UD/++OP6r/7qr/TMzIz+pV/6pTfjkt6SeKV2PnPmjP53/+7f6YcfflifO3dO//Ef/7E+fPiwft/73rd9jGu9na9JA0Vrrf/jf/yPev/+/drzPH3nnXfqBx988M0+pWsaP/qjP6oXFha053l6z549+kd/9Ef1mTNntrdHUaR/7ud+Tk9MTOhKpaJ/6Id+SK+srLyJZ3xt4Etf+pIGvuX1iU98QmttUo3/zb/5N3pubk77vq/vvfde/eyzz15xjK2tLf2xj31M12o13Wg09D/+x/9YDwaDN+Fq3tp4ubYOw1B/8IMf1DMzM9p1XX3gwAH9Uz/1U9+yqBm39SvjxdoY0P/pP/2n7X2uZrw4f/68/shHPqLL5bKenp7WP//zP6+zLHuDr+ati1dq54sXL+r3ve99enJyUvu+r48ePap/4Rd+Qfd6vSuOcy23s9Ba6zfOXzPGGGOMMcYYY4zxyrjmOChjjDHGGGOMMcbbH2MDZYwxxhhjjDHGeMthbKCMMcYYY4wxxhhvOYwNlDHGGGOMMcYY4y2HsYEyxhhjjDHGGGO85TA2UMYYY4wxxhhjjLccxgbKGGOMMcYYY4zxlsPYQBljjDHGGGOMMd5yGBsoY4wxxhhjjDHGWw5jA2WMMcYYY4wxxnjLYWygjDHGGGOMMcYYbzmMDZQxxhhjjDHGGOMth/8/NGu5YD1u/FcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "beetle trout beetle spider lobster whale chimpanzee bed   orange pine_tree mushroom dinosaur wardrobe trout streetcar lizard squirrel lobster lizard snake shark chair mushroom palm_tree flatfish couch willow_tree bicycle crab  pine_tree couch whale\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader_RandAugment(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9dfeb024-658e-4038-84ae-cf607e2047f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "class HighwayNetwork(nn.Module):\n",
    "  def __init__(self, in_channel, in_shape, out_shape):\n",
    "    super(HighwayNetwork, self).__init__()\n",
    "    # 降维操作，将输入形状降低到一个较小的维度\n",
    "    self.dim_reduction = nn.Conv2d(in_channel, out_channels=1, kernel_size=1)\n",
    "    self.gate = nn.Sequential(*[\n",
    "      nn.Linear(in_shape, 1),\n",
    "      nn.Linear(1, out_shape)\n",
    "    ])\n",
    "    self.sigmoid = nn.Sigmoid()\n",
    "\n",
    "  def forward(self, origin_x, layer_out, down_sample_origin_x):\n",
    "    # 进行降维操作\n",
    "    origin_x_reduced = self.dim_reduction(origin_x)\n",
    "    origin_x_flat = origin_x_reduced.view(origin_x_reduced.size(0), -1)\n",
    "\n",
    "    # 计算门控函数\n",
    "    T = self.sigmoid(self.gate(origin_x_flat)).view(layer_out.size())\n",
    "\n",
    "    # 根据门控函数进行加权求和\n",
    "    H = layer_out * T + down_sample_origin_x * (1 - T)\n",
    "    return H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "      \n",
    "    self.highway = None\n",
    "\n",
    "  def forward(self, x):\n",
    "    origin_x = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    layer_out = self.bn2(x)\n",
    "    down_sample_orgin_x = origin_x\n",
    "    if self.downsample != None:\n",
    "      down_sample_orgin_x = self.downsample(origin_x)\n",
    "      \n",
    "    if self.highway == None:\n",
    "      in_b, inc, inw, inh = origin_x.shape\n",
    "      out_b, outc, outw, outh = layer_out.shape\n",
    "      #self.highway = HighwayNetwork(origin_x_flat.shape[-1], layer_out_flat.shape[-1]).to(device)\n",
    "      self.highway = HighwayNetwork(\n",
    "          origin_x.shape[1], inw * inh ,outc * outw * outh\n",
    "          ).to(device)\n",
    "    x = self.highway(origin_x, layer_out, down_sample_orgin_x)\n",
    "    #我们知道残差网络实际上就是T恒为0.5的情况。\n",
    "    x = self.relu(x)\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "    self.drop = nn.Dropout(0.1)\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    x = self.drop(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "01598712-6734-4930-9f2a-75286ca12563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "learning_rate=0.05\n",
    "momentum=0.9\n",
    "weight_decay=0.0001\n",
    "batch_size=128\n",
    "epochs=25\n",
    "data_path='./data'\n",
    "model_name='ResNet182'+'epoch='+str(epochs)\n",
    "print(device)\n",
    "criterion=nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=learning_rate, momentum=momentum, weight_decay=weight_decay)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:0,train_loss:4.3689,train_acc:4.2740,train_top5_acc:15.6960,test_loss:4.2040,test_acc:5.5100,test_top5_acc:20.2900\n",
      "epoch:1,train_loss:3.9097,train_acc:10.7980,train_top5_acc:31.4080,test_loss:3.6891,test_acc:12.8700,test_top5_acc:37.6000\n",
      "epoch:2,train_loss:3.4965,train_acc:18.1980,train_top5_acc:43.3400,test_loss:3.1760,test_acc:23.0600,test_top5_acc:50.1900\n",
      "epoch:3,train_loss:3.0795,train_acc:26.1520,train_top5_acc:54.0080,test_loss:2.6847,test_acc:30.9600,test_top5_acc:62.5900\n",
      "epoch:4,train_loss:2.7484,train_acc:32.9600,train_top5_acc:61.3840,test_loss:2.7160,test_acc:31.6300,test_top5_acc:61.5500\n",
      "epoch:5,train_loss:2.5267,train_acc:37.7080,train_top5_acc:66.0400,test_loss:2.2277,test_acc:41.8600,test_top5_acc:71.5300\n",
      "epoch:6,train_loss:2.3543,train_acc:41.7780,train_top5_acc:69.4100,test_loss:2.2741,test_acc:40.4200,test_top5_acc:71.4800\n",
      "epoch:7,train_loss:2.2303,train_acc:44.2080,train_top5_acc:71.8760,test_loss:2.1234,test_acc:43.6800,test_top5_acc:73.9900\n",
      "epoch:8,train_loss:2.1268,train_acc:46.3440,train_top5_acc:73.9280,test_loss:1.8683,test_acc:49.7200,test_top5_acc:78.6700\n",
      "epoch:9,train_loss:2.0479,train_acc:48.1500,train_top5_acc:75.4260,test_loss:1.9454,test_acc:47.8400,test_top5_acc:77.7600\n",
      "epoch:10,train_loss:1.9771,train_acc:49.7100,train_top5_acc:76.8640,test_loss:1.9665,test_acc:48.6000,test_top5_acc:77.3900\n",
      "epoch:11,train_loss:1.9105,train_acc:51.2580,train_top5_acc:78.3540,test_loss:1.7627,test_acc:52.5500,test_top5_acc:81.2200\n",
      "epoch:12,train_loss:1.8530,train_acc:52.5640,train_top5_acc:79.4800,test_loss:1.8430,test_acc:50.3100,test_top5_acc:79.6500\n",
      "epoch:13,train_loss:1.8141,train_acc:53.6360,train_top5_acc:80.2580,test_loss:1.6541,test_acc:54.8400,test_top5_acc:82.6300\n",
      "epoch:14,train_loss:1.7665,train_acc:54.5000,train_top5_acc:81.2740,test_loss:1.6852,test_acc:54.5200,test_top5_acc:82.3300\n",
      "epoch:15,train_loss:1.7300,train_acc:55.4220,train_top5_acc:81.9440,test_loss:1.6627,test_acc:55.0500,test_top5_acc:83.4000\n",
      "epoch:16,train_loss:1.7009,train_acc:56.0500,train_top5_acc:82.4820,test_loss:1.6820,test_acc:54.4900,test_top5_acc:82.8800\n",
      "epoch:17,train_loss:1.6724,train_acc:56.9060,train_top5_acc:82.9960,test_loss:1.6479,test_acc:55.9000,test_top5_acc:83.3300\n",
      "epoch:18,train_loss:1.6377,train_acc:57.4720,train_top5_acc:83.4180,test_loss:1.6748,test_acc:55.0300,test_top5_acc:82.7800\n",
      "epoch:19,train_loss:1.6131,train_acc:58.3100,train_top5_acc:83.7220,test_loss:1.5365,test_acc:58.2700,test_top5_acc:84.6500\n",
      "epoch:20,train_loss:1.5841,train_acc:58.6940,train_top5_acc:84.3380,test_loss:1.4577,test_acc:59.6500,test_top5_acc:85.8400\n",
      "epoch:21,train_loss:1.5830,train_acc:58.8120,train_top5_acc:84.7000,test_loss:1.6572,test_acc:55.7000,test_top5_acc:83.1500\n",
      "epoch:22,train_loss:1.5540,train_acc:59.6020,train_top5_acc:84.9840,test_loss:1.4961,test_acc:59.1200,test_top5_acc:85.4900\n",
      "epoch:23,train_loss:1.5285,train_acc:60.1820,train_top5_acc:85.3740,test_loss:1.6648,test_acc:56.4700,test_top5_acc:82.7500\n",
      "epoch:24,train_loss:1.5228,train_acc:60.3720,train_top5_acc:85.6600,test_loss:1.8905,test_acc:52.7300,test_top5_acc:80.3800\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_losses, test_losses = [], []\n",
    "train_accs, test_accs = [], []\n",
    "train_top5_accs, test_top5_accs = [], []\n",
    "for epoch in range(epochs):\n",
    "    train_loss,train_acc,train_top5_acc=new_train(net,trainloader,criterion,optimizer,device)\n",
    "    test_loss,test_acc,test_top5_acc=test(net,testloader,criterion,device)\n",
    "    print('epoch:{},train_loss:{:.4f},train_acc:{:.4f},train_top5_acc:{:.4f},test_loss:{:.4f},test_acc:{:.4f},test_top5_acc:{:.4f}'.format(epoch,train_loss,train_acc,train_top5_acc,test_loss,test_acc,test_top5_acc))\n",
    "\n",
    "    train_losses.append(train_loss)\n",
    "    test_losses.append(test_loss)\n",
    "    train_accs.append(train_acc)\n",
    "    test_accs.append(test_acc)\n",
    "    train_top5_accs.append(train_top5_acc)\n",
    "    test_top5_accs.append(test_top5_acc)\n",
    "\n",
    "#画图\n",
    "torch.save(net.state_dict(), model_name+'.pth')\n",
    "plot_training_results(train_losses, train_accs, train_accs, test_losses, test_accs, test_top5_accs)\n",
    "save_log(model_name,train_accs,test_accs,train_losses,test_losses,train_top5_accs,test_top5_accs,output_dir='../train_process')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a077bce8-56bf-4831-b9a0-153fdf5ac6f1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57d622dc-2b3c-43c0-a49c-4434c9d6ccd2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f29a6591-d197-4116-bb90-9f46e1d25918",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aee71f6c-d1e2-47b1-9a2a-2846eb96134d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b06a3b9d-c02f-4707-8d10-1d87a5a8a9ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3012910e-a28e-4def-872d-6a46d9e72b64",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a35b13b-2d28-458b-8b67-27cd3adeaeb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
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     "text": [
      "0.5612\n",
      "Accuracy for class: apple is 78.0 %\n",
      "Accuracy for class: aquarium_fish is 68.0 %\n",
      "Accuracy for class: baby  is 42.0 %\n",
      "Accuracy for class: bear  is 26.0 %\n",
      "Accuracy for class: beaver is 38.0 %\n",
      "Accuracy for class: bed   is 51.0 %\n",
      "Accuracy for class: bee   is 61.0 %\n",
      "Accuracy for class: beetle is 59.0 %\n",
      "Accuracy for class: bicycle is 69.0 %\n",
      "Accuracy for class: bottle is 67.0 %\n",
      "Accuracy for class: bowl  is 45.0 %\n",
      "Accuracy for class: boy   is 36.0 %\n",
      "Accuracy for class: bridge is 61.0 %\n",
      "Accuracy for class: bus   is 45.0 %\n",
      "Accuracy for class: butterfly is 49.0 %\n",
      "Accuracy for class: camel is 51.0 %\n",
      "Accuracy for class: can   is 55.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 54.0 %\n",
      "Accuracy for class: cattle is 43.0 %\n",
      "Accuracy for class: chair is 80.0 %\n",
      "Accuracy for class: chimpanzee is 72.0 %\n",
      "Accuracy for class: clock is 50.0 %\n",
      "Accuracy for class: cloud is 77.0 %\n",
      "Accuracy for class: cockroach is 72.0 %\n",
      "Accuracy for class: couch is 47.0 %\n",
      "Accuracy for class: crab  is 54.0 %\n",
      "Accuracy for class: crocodile is 39.0 %\n",
      "Accuracy for class: cup   is 76.0 %\n",
      "Accuracy for class: dinosaur is 55.0 %\n",
      "Accuracy for class: dolphin is 59.0 %\n",
      "Accuracy for class: elephant is 52.0 %\n",
      "Accuracy for class: flatfish is 39.0 %\n",
      "Accuracy for class: forest is 49.0 %\n",
      "Accuracy for class: fox   is 54.0 %\n",
      "Accuracy for class: girl  is 34.0 %\n",
      "Accuracy for class: hamster is 53.0 %\n",
      "Accuracy for class: house is 56.0 %\n",
      "Accuracy for class: kangaroo is 42.0 %\n",
      "Accuracy for class: keyboard is 64.0 %\n",
      "Accuracy for class: lamp  is 48.0 %\n",
      "Accuracy for class: lawn_mower is 76.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 64.0 %\n",
      "Accuracy for class: lizard is 28.0 %\n",
      "Accuracy for class: lobster is 30.0 %\n",
      "Accuracy for class: man   is 27.0 %\n",
      "Accuracy for class: maple_tree is 56.0 %\n",
      "Accuracy for class: motorcycle is 87.0 %\n",
      "Accuracy for class: mountain is 75.0 %\n",
      "Accuracy for class: mouse is 37.0 %\n",
      "Accuracy for class: mushroom is 54.0 %\n",
      "Accuracy for class: oak_tree is 66.0 %\n",
      "Accuracy for class: orange is 86.0 %\n",
      "Accuracy for class: orchid is 69.0 %\n",
      "Accuracy for class: otter is 28.0 %\n",
      "Accuracy for class: palm_tree is 77.0 %\n",
      "Accuracy for class: pear  is 61.0 %\n",
      "Accuracy for class: pickup_truck is 64.0 %\n",
      "Accuracy for class: pine_tree is 61.0 %\n",
      "Accuracy for class: plain is 85.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 64.0 %\n",
      "Accuracy for class: porcupine is 52.0 %\n",
      "Accuracy for class: possum is 36.0 %\n",
      "Accuracy for class: rabbit is 35.0 %\n",
      "Accuracy for class: raccoon is 56.0 %\n",
      "Accuracy for class: ray   is 40.0 %\n",
      "Accuracy for class: road  is 83.0 %\n",
      "Accuracy for class: rocket is 76.0 %\n",
      "Accuracy for class: rose  is 56.0 %\n",
      "Accuracy for class: sea   is 71.0 %\n",
      "Accuracy for class: seal  is 19.0 %\n",
      "Accuracy for class: shark is 48.0 %\n",
      "Accuracy for class: shrew is 43.0 %\n",
      "Accuracy for class: skunk is 71.0 %\n",
      "Accuracy for class: skyscraper is 78.0 %\n",
      "Accuracy for class: snail is 39.0 %\n",
      "Accuracy for class: snake is 52.0 %\n",
      "Accuracy for class: spider is 61.0 %\n",
      "Accuracy for class: squirrel is 29.0 %\n",
      "Accuracy for class: streetcar is 64.0 %\n",
      "Accuracy for class: sunflower is 79.0 %\n",
      "Accuracy for class: sweet_pepper is 48.0 %\n",
      "Accuracy for class: table is 48.0 %\n",
      "Accuracy for class: tank  is 70.0 %\n",
      "Accuracy for class: telephone is 62.0 %\n",
      "Accuracy for class: television is 67.0 %\n",
      "Accuracy for class: tiger is 62.0 %\n",
      "Accuracy for class: tractor is 64.0 %\n",
      "Accuracy for class: train is 61.0 %\n",
      "Accuracy for class: trout is 73.0 %\n",
      "Accuracy for class: tulip is 47.0 %\n",
      "Accuracy for class: turtle is 26.0 %\n",
      "Accuracy for class: wardrobe is 83.0 %\n",
      "Accuracy for class: whale is 62.0 %\n",
      "Accuracy for class: willow_tree is 44.0 %\n",
      "Accuracy for class: wolf  is 55.0 %\n",
      "Accuracy for class: woman is 29.0 %\n",
      "Accuracy for class: worm  is 58.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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